diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8a72dcc5..15c2ada9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # Changelog
 
-## [0.15.9.0] - 2026-04-04 — Team Mode
+## [0.15.13.0] - 2026-04-04 — Team Mode
 
 Teams can now keep every developer on the same gstack version automatically. No more vendoring 342 files into your repo. No more version drift across branches. No more "who upgraded gstack last?" Slack threads. One command, every developer is current.
 
@@ -20,6 +20,80 @@ Hat tip to Jared Friedman for the design.
 - **Vendoring is deprecated.** README no longer recommends copying gstack into your repo. Global install + `--team` is the way. `--local` flag still works but prints a deprecation warning.
 - **Uninstall cleans up hooks.** `gstack-uninstall` now removes the SessionStart hook from `~/.claude/settings.json`.
 
+## [0.15.12.0] - 2026-04-06
+
+### Fixed
+- `snapshot -i` now auto-includes cursor-interactive elements (dropdown items, popover options, custom listboxes). Previously you had to remember to pass `-C` separately — now `-i` alone finds everything clickable on the page.
+- Snapshot correctly captures items inside floating containers (React portals, Radix Popover, Floating UI) even when they have ARIA roles. Previously these were silently skipped because the accessibility tree sometimes misses dynamically-rendered portals.
+- Dropdown/menu items with `role="option"` or `role="menuitem"` inside popovers are now captured and tagged with `popover-child` in the reason string, making them easy to identify.
+
+## [0.15.11.0] - 2026-04-05
+
+### Changed
+- `/ship` re-runs now execute every verification step (tests, coverage audit, review, adversarial, TODOS, document-release) regardless of prior runs. Only actions (push, PR creation, VERSION bump) are idempotent. Re-running `/ship` means "run the whole checklist again."
+- `/ship` now runs the full Review Army specialist dispatch (testing, maintainability, security, performance, data-migration, api-contract, design, red-team) during pre-landing review, matching `/review`'s depth.
+
+### Added
+- Cross-review finding dedup in `/ship`: findings the user already skipped in a prior `/review` or `/ship` are automatically suppressed on re-run (unless the relevant code changed).
+- PR body refresh after `/document-release`: the PR body is re-edited to include the docs commit, so it always reflects the truly final state.
+
+### Fixed
+- Review Army diff size heuristic now counts insertions + deletions (was insertions-only, which missed deletion-heavy refactors).
+
+### For contributors
+- Extracted cross-review dedup to shared `{{CROSS_REVIEW_DEDUP}}` resolver (DRY between `/review` and `/ship`).
+- Review Army step numbers adapt per-skill via `ctx.skillName` (ship: 3.55/3.56, review: 4.5/4.6), including prose references.
+- Added 3 regression guard tests for new ship template content.
+
+## [0.15.10.0] - 2026-04-05 — Native OpenClaw Skills + ClawHub Publishing
+
+Four methodology skills you can install directly in your OpenClaw agent via ClawHub, no Claude Code session needed. Your agent runs them conversationally via Telegram.
+
+### Added
+
+- **4 native OpenClaw skills on ClawHub.** Install with `clawhub install gstack-openclaw-office-hours gstack-openclaw-ceo-review gstack-openclaw-investigate gstack-openclaw-retro`. Pure methodology, no gstack infrastructure. Office hours (375 lines), CEO review (193), investigate (136), retro (301).
+- **AGENTS.md dispatch fix.** Three behavioral rules that stop Wintermute from telling you to open Claude Code manually. It now spawns sessions itself. Ready-to-paste section at `openclaw/agents-gstack-section.md`.
+
+### Changed
+
+- OpenClaw `includeSkills` cleared. Native ClawHub skills replace the bloated generated versions (was 10-25K tokens each, now 136-375 lines of pure methodology).
+- docs/OPENCLAW.md updated with dispatch routing rules and ClawHub install references.
+
+## [0.15.9.0] - 2026-04-05 — OpenClaw Integration v2
+
+You can now connect gstack to OpenClaw as a methodology source. OpenClaw spawns Claude Code sessions natively via ACP, and gstack provides the planning discipline and thinking frameworks that make those sessions better.
+
+### Added
+
+- **gstack-lite planning discipline.** A 15-line CLAUDE.md that turns every spawned Claude Code session into a disciplined builder: read first, plan, resolve ambiguity, self-review, report. A/B tested: 2x time, meaningfully better output.
+- **gstack-full pipeline template.** For complete feature builds, chains /autoplan, implement, and /ship into one autonomous flow. Your orchestrator drops a task, gets back a PR.
+- **4 native methodology skills for OpenClaw.** Office hours, CEO review, investigate, and retro, adapted for conversational work that doesn't need a coding environment.
+- **4-tier dispatch routing.** Simple (no gstack), Medium (gstack-lite), Heavy (specific skill), Full (complete pipeline). Documented in docs/OPENCLAW.md with routing guide for OpenClaw's AGENTS.md.
+- **Spawned session detection.** Set OPENCLAW_SESSION env var and gstack auto-skips interactive prompts, focusing on task completion. Works for any orchestrator, not just OpenClaw.
+- **includeSkills host config field.** Union logic with skipSkills (include minus skip). Lets hosts generate only the skills they need instead of everything-minus-a-list.
+- **docs/OPENCLAW.md.** Full architecture doc explaining how gstack integrates with OpenClaw, the prompt-as-bridge model, and what we're NOT building (no daemon, no protocol, no Clawvisor).
+
+### Changed
+
+- OpenClaw host config updated: generates only 4 native skills instead of all 31. Removed staticFiles.SOUL.md (referenced non-existent file).
+- Setup script now prints redirect message for `--host openclaw` instead of attempting full installation.
+
+## [0.15.8.1] - 2026-04-05 — Community PR Triage + Error Polish
+
+Closed 12 redundant community PRs, merged 2 ready PRs (#798, #776), and expanded the friendly OpenAI error to every design command. If your org isn't verified, you now get a clear message with the right URL instead of a raw JSON dump, no matter which design command you run.
+
+### Fixed
+
+- **Friendly OpenAI org error on all design commands.** Previously only `$D generate` showed a user-friendly message when your org wasn't verified. Now `$D evolve`, `$D iterate`, `$D variants`, and `$D check` all show the same clear message with the verification URL.
+
+### Added
+
+- **>128KB regression test for Codex session discovery.** Documents the current buffer limitation so future Codex versions with larger session_meta will surface cleanly instead of silently breaking.
+
+### For contributors
+
+- Closed 12 redundant community PRs (6 Gonzih security fixes shipped in v0.15.7.0, 6 stedfn duplicates). Kept #752 open (symlink gap in design serve). Thank you @Gonzih, @stedfn, @itstimwhite for the contributions.
+
 ## [0.15.8.0] - 2026-04-04 — Smarter Reviews
 
 Code reviews now learn from your decisions. Skip a finding once and it stays quiet until the code changes. Specialists auto-suggest test stubs alongside their findings. And silent specialists that never find anything get auto-gated so reviews stay fast.
diff --git a/CLAUDE.md b/CLAUDE.md
index b6aad004..d7e32100 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -403,6 +403,29 @@ Also when running targeted E2E tests to debug failures:
 - Never `pkill` running eval processes and restart — you lose results and waste money
 - One clean run beats three killed-and-restarted runs
 
+## Publishing native OpenClaw skills to ClawHub
+
+Native OpenClaw skills live in `openclaw/skills/gstack-openclaw-*/SKILL.md`. These are
+hand-crafted methodology skills (not generated by the pipeline) published to ClawHub
+so any OpenClaw user can install them.
+
+**Publishing:** The command is `clawhub publish` (NOT `clawhub skill publish`):
+
+```bash
+clawhub publish openclaw/skills/gstack-openclaw-office-hours \
+  --slug gstack-openclaw-office-hours --name "gstack Office Hours" \
+  --version 1.0.0 --changelog "description of changes"
+```
+
+Repeat for each skill: `gstack-openclaw-ceo-review`, `gstack-openclaw-investigate`,
+`gstack-openclaw-retro`. Bump `--version` on each update.
+
+**Auth:** `clawhub login` (opens browser for GitHub auth). `clawhub whoami` to verify.
+
+**Updating:** Same `clawhub publish` command with a higher `--version` and `--changelog`.
+
+**Verification:** `clawhub search gstack` to confirm they're live.
+
 ## Deploying to the active skill
 
 The active skill lives at `~/.claude/skills/gstack/`. After making changes:
diff --git a/README.md b/README.md
index 12a74ba5..22cbde6b 100644
--- a/README.md
+++ b/README.md
@@ -71,86 +71,67 @@ No vendored files in your repo, no version drift, no manual upgrades. Every Clau
 > git clone https://github.com/garrytan/gstack.git ~/.claude/skills/gstack
 > ```
 
+### OpenClaw
+
+OpenClaw spawns Claude Code sessions via ACP, so every gstack skill just works
+when Claude Code has gstack installed. Paste this to your OpenClaw agent:
+
+> Install gstack: run `git clone --single-branch --depth 1 https://github.com/garrytan/gstack.git ~/.claude/skills/gstack && cd ~/.claude/skills/gstack && ./setup` to install gstack for Claude Code. Then add a "Coding Tasks" section to AGENTS.md that says: when spawning Claude Code sessions for coding work, tell the session to use gstack skills. Include these examples — security audit: "Load gstack. Run /cso", code review: "Load gstack. Run /review", QA test a URL: "Load gstack. Run /qa https://...", build a feature end-to-end: "Load gstack. Run /autoplan, implement the plan, then run /ship", plan before building: "Load gstack. Run /office-hours then /autoplan. Save the plan, don't implement."
+
+**After setup, just talk to your OpenClaw agent naturally:**
+
+| You say | What happens |
+|---------|-------------|
+| "Fix the typo in README" | Simple — Claude Code session, no gstack needed |
+| "Run a security audit on this repo" | Spawns Claude Code with `Run /cso` |
+| "Build me a notifications feature" | Spawns Claude Code with /autoplan → implement → /ship |
+| "Help me plan the v2 API redesign" | Spawns Claude Code with /office-hours → /autoplan, saves plan |
+
+See [docs/OPENCLAW.md](docs/OPENCLAW.md) for advanced dispatch routing and
+the gstack-lite/gstack-full prompt templates.
+
+### Native OpenClaw Skills (via ClawHub)
+
+Four methodology skills that work directly in your OpenClaw agent, no Claude Code
+session needed. Install from ClawHub:
+
+```
+clawhub install gstack-openclaw-office-hours gstack-openclaw-ceo-review gstack-openclaw-investigate gstack-openclaw-retro
+```
+
+| Skill | What it does |
+|-------|-------------|
+| `gstack-openclaw-office-hours` | Product interrogation with 6 forcing questions |
+| `gstack-openclaw-ceo-review` | Strategic challenge with 4 scope modes |
+| `gstack-openclaw-investigate` | Root cause debugging methodology |
+| `gstack-openclaw-retro` | Weekly engineering retrospective |
+
+These are conversational skills. Your OpenClaw agent runs them directly via chat.
+
 ### Other AI Agents
 
-gstack works on 8 AI coding agents, not just Claude. All 31 skills work across
-every supported agent. Setup auto-detects which agents you have installed, or
-you can target a specific one.
-
-#### Auto-detect (installs for every agent on your machine)
+gstack works on 8 AI coding agents, not just Claude. Setup auto-detects which
+agents you have installed:
 
 ```bash
 git clone --single-branch --depth 1 https://github.com/garrytan/gstack.git ~/gstack
 cd ~/gstack && ./setup
 ```
 
-#### OpenAI Codex CLI
+Or target a specific agent with `./setup --host <name>`:
 
-```bash
-git clone --single-branch --depth 1 https://github.com/garrytan/gstack.git ~/gstack
-cd ~/gstack && ./setup --host codex
-```
-
-Skills install to `~/.codex/skills/gstack-*/`. For repo-local installs, clone
-into `.agents/skills/gstack` instead.
-
-#### OpenCode
-
-```bash
-git clone --single-branch --depth 1 https://github.com/garrytan/gstack.git ~/gstack
-cd ~/gstack && ./setup --host opencode
-```
-
-Skills install to `~/.config/opencode/skills/gstack-*/`.
-
-#### Cursor
-
-```bash
-git clone --single-branch --depth 1 https://github.com/garrytan/gstack.git ~/gstack
-cd ~/gstack && ./setup --host cursor
-```
-
-Skills install to `~/.cursor/skills/gstack-*/`.
-
-#### Factory Droid
-
-```bash
-git clone --single-branch --depth 1 https://github.com/garrytan/gstack.git ~/gstack
-cd ~/gstack && ./setup --host factory
-```
-
-Skills install to `~/.factory/skills/gstack-*/`. Sensitive skills use
-`disable-model-invocation: true` so Droids don't auto-invoke them.
-
-#### OpenClaw
-
-```bash
-git clone --single-branch --depth 1 https://github.com/garrytan/gstack.git ~/gstack
-cd ~/gstack && ./setup --host openclaw
-```
-
-Skills install to `~/.openclaw/skills/gstack-*/`. Tool names are rewritten
-for OpenClaw's tool system (exec, read, write, edit, sessions_spawn).
-
-#### Slate / Kiro
-
-```bash
-./setup --host slate       # Slate (Random Labs)
-./setup --host kiro        # Amazon Kiro
-```
-
-Hook-based safety skills (careful, freeze, guard) use inline safety advisory
-prose on all non-Claude hosts.
+| Agent | Flag | Skills install to |
+|-------|------|-------------------|
+| OpenAI Codex CLI | `--host codex` | `~/.codex/skills/gstack-*/` |
+| OpenCode | `--host opencode` | `~/.config/opencode/skills/gstack-*/` |
+| Cursor | `--host cursor` | `~/.cursor/skills/gstack-*/` |
+| Factory Droid | `--host factory` | `~/.factory/skills/gstack-*/` |
+| Slate | `--host slate` | `~/.slate/skills/gstack-*/` |
+| Kiro | `--host kiro` | `~/.kiro/skills/gstack-*/` |
 
 **Want to add support for another agent?** See [docs/ADDING_A_HOST.md](docs/ADDING_A_HOST.md).
 It's one TypeScript config file, zero code changes.
 
-### Voice input (AquaVoice, Whisper, etc.)
-
-gstack skills have voice-friendly trigger phrases. Say what you want naturally —
-"run a security check", "test the website", "do an engineering review" — and the
-right skill activates. You don't need to remember slash command names or acronyms.
-
 ## See it work
 
 ```
@@ -290,6 +271,12 @@ gstack is powerful with one sprint. It is transformative with ten running at onc
 
 The sprint structure is what makes parallelism work. Without a process, ten agents is ten sources of chaos. With a process — think, plan, build, review, test, ship — each agent knows exactly what to do and when to stop. You manage them the way a CEO manages a team: check in on the decisions that matter, let the rest run.
 
+### Voice input (AquaVoice, Whisper, etc.)
+
+gstack skills have voice-friendly trigger phrases. Say what you want naturally —
+"run a security check", "test the website", "do an engineering review" — and the
+right skill activates. You don't need to remember slash command names or acronyms.
+
 ---
 
 Free, MIT licensed, open source. No premium tier, no waitlist.
diff --git a/SKILL.md b/SKILL.md
index bb065fbc..7838996b 100644
--- a/SKILL.md
+++ b/SKILL.md
@@ -88,6 +88,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -246,6 +248,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 **Tone:** direct, concrete, sharp, never corporate, never academic. Sound like a builder, not a consultant. Name the file, the function, the command. No filler, no throat-clearing.
@@ -699,14 +708,14 @@ $B css ".button" "background-color"
 The snapshot is your primary tool for understanding and interacting with pages.
 
 ```
--i        --interactive           Interactive elements only (buttons, links, inputs) with @e refs
+-i        --interactive           Interactive elements only (buttons, links, inputs) with @e refs. Also auto-enables cursor-interactive scan (-C) to capture dropdowns and popovers.
 -c        --compact               Compact (no empty structural nodes)
 -d <N>    --depth                 Limit tree depth (0 = root only, default: unlimited)
 -s <sel>  --selector              Scope to CSS selector
 -D        --diff                  Unified diff against previous snapshot (first call stores baseline)
 -a        --annotate              Annotated screenshot with red overlay boxes and ref labels
 -o <path> --output                Output path for annotated screenshot (default: <temp>/browse-annotated.png)
--C        --cursor-interactive    Cursor-interactive elements (@c refs — divs with pointer, onclick)
+-C        --cursor-interactive    Cursor-interactive elements (@c refs — divs with pointer, onclick). Auto-enabled when -i is used.
 ```
 
 All flags can be combined freely. `-o` only applies when `-a` is also used.
diff --git a/VERSION b/VERSION
index e2d76d24..93c34ea4 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-0.15.9.0
+0.15.13.0
diff --git a/autoplan/SKILL.md b/autoplan/SKILL.md
index 39600cc4..7b05d620 100644
--- a/autoplan/SKILL.md
+++ b/autoplan/SKILL.md
@@ -98,6 +98,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -256,6 +258,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/benchmark/SKILL.md b/benchmark/SKILL.md
index 36acde51..370d09d5 100644
--- a/benchmark/SKILL.md
+++ b/benchmark/SKILL.md
@@ -91,6 +91,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -249,6 +251,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 **Tone:** direct, concrete, sharp, never corporate, never academic. Sound like a builder, not a consultant. Name the file, the function, the command. No filler, no throat-clearing.
diff --git a/bin/gstack-global-discover b/bin/gstack-global-discover
deleted file mode 100755
index ebffeeb9..00000000
Binary files a/bin/gstack-global-discover and /dev/null differ
diff --git a/bin/gstack-global-discover.ts b/bin/gstack-global-discover.ts
index e6c64f56..12797727 100644
--- a/bin/gstack-global-discover.ts
+++ b/bin/gstack-global-discover.ts
@@ -291,7 +291,7 @@ function extractCwdFromJsonl(filePath: string): string | null {
 }
 
 function scanCodex(since: Date): Session[] {
-  const sessionsDir = join(homedir(), ".codex", "sessions");
+  const sessionsDir = process.env.CODEX_SESSIONS_DIR || join(homedir(), ".codex", "sessions");
   if (!existsSync(sessionsDir)) return [];
 
   const sessions: Session[] = [];
@@ -326,11 +326,14 @@ function scanCodex(since: Date): Session[] {
               continue;
             }
 
-            // Read first line for session_meta (only first 4KB)
+            // Codex session_meta lines embed the full system prompt in
+            // base_instructions (~15KB as of CLI v0.117+). A 4KB buffer
+            // truncates the line and JSON.parse fails. 128KB covers current
+            // sizes with room for growth.
             try {
               const fd = openSync(filePath, "r");
-              const buf = Buffer.alloc(4096);
-              const bytesRead = readSync(fd, buf, 0, 4096, 0);
+              const buf = Buffer.alloc(131072);
+              const bytesRead = readSync(fd, buf, 0, 131072, 0);
               closeSync(fd);
               const firstLine = buf.toString("utf-8", 0, bytesRead).split("\n")[0];
               if (!firstLine) continue;
diff --git a/browse/PLAN-snapshot-dropdown-interactive.md b/browse/PLAN-snapshot-dropdown-interactive.md
new file mode 100644
index 00000000..75356911
--- /dev/null
+++ b/browse/PLAN-snapshot-dropdown-interactive.md
@@ -0,0 +1,102 @@
+# Plan: Snapshot Dropdown/Autocomplete Interactive Element Detection
+
+## Problem
+
+`snapshot -i` misses dropdown/autocomplete items on modern web apps. These elements:
+1. Are often `<div>`/`<li>` with click handlers but no semantic ARIA roles
+2. Live inside dynamically-created portals/popovers (floating containers)
+3. Don't appear in Playwright's accessibility tree (`ariaSnapshot()`)
+
+The `-C` flag (cursor-interactive scan) was designed for this but:
+- Requires separate flag — agents using `-i` don't get it automatically
+- Skips elements that HAVE an ARIA role (even if the ARIA tree missed them)
+- Doesn't prioritize popover/portal containers where dropdown items live
+
+## Root Cause
+
+Playwright's `ariaSnapshot()` builds from the browser's accessibility tree. Dynamically-rendered popovers (React portals, Radix Popover, etc.) may not be in the accessibility tree if:
+- The component doesn't set ARIA roles
+- The portal renders outside the scoped `body` locator's subtree timing
+- The browser hasn't updated the accessibility tree yet after DOM mutation
+
+## Changes
+
+### 1. Auto-enable cursor-interactive scan with `-i` flag
+
+**File:** `browse/src/snapshot.ts`
+
+When `-i` (interactive) is passed, automatically include the cursor-interactive scan. This means agents always see clickable non-ARIA elements when they ask for interactive elements.
+
+The `-C` flag remains as a standalone option for non-interactive snapshots.
+
+```
+if (opts.interactive) {
+  opts.cursorInteractive = true;
+}
+```
+
+### 2. Add popover/portal priority scanning
+
+**File:** `browse/src/snapshot.ts` (inside cursor-interactive evaluate block)
+
+Before the general cursor:pointer scan, specifically scan for visible floating containers (popovers, dropdowns, menus) and include ALL their direct children as interactive:
+
+Detection heuristics for floating containers:
+- `position: fixed` or `position: absolute` with `z-index >= 10`
+- Has `role="listbox"`, `role="menu"`, `role="dialog"`, `role="tooltip"`, `[data-radix-popper-content-wrapper]`, `[data-floating-ui-portal]`, etc.
+- Appeared recently in the DOM (not in initial page load)
+- Is visible (`offsetParent !== null` or `position: fixed`)
+
+For each floating container, include child elements that:
+- Have text content
+- Are visible
+- Have cursor:pointer OR onclick OR role="option" OR role="menuitem"
+- Tag with reason `popover-child` for clarity
+
+### 3. Remove the `hasRole` skip in cursor-interactive scan
+
+**File:** `browse/src/snapshot.ts`
+
+Currently: `if (hasRole) continue;` — skips any element with an ARIA role, assuming the ARIA tree already captured it.
+
+Problem: if the ARIA tree MISSED the element (timing, portal, bad DOM structure), it falls through both systems.
+
+Fix: Only skip if the element's role is in `INTERACTIVE_ROLES` AND it was actually captured in the main refMap. Otherwise include it.
+
+Since we can't easily check the refMap from inside `page.evaluate()`, the simpler fix: remove the `hasRole` skip entirely for elements inside detected floating containers. For elements outside floating containers, keep the `hasRole` skip as-is (to avoid duplicates in normal page content).
+
+### 4. Add dropdown test fixture and tests
+
+**File:** `browse/test/fixtures/dropdown.html`
+
+HTML page with:
+- A combobox input that shows a dropdown on focus/type
+- Dropdown items as `<div>` with click handlers (no ARIA roles)
+- Dropdown items as `<li>` with `role="option"`
+- A React-portal-style container (`position: fixed`, high z-index)
+
+**File:** `browse/test/snapshot.test.ts`
+
+New test cases:
+- `snapshot -i` on dropdown page finds dropdown items via cursor scan
+- `snapshot -i` on dropdown page includes popover-child elements
+- `@c` refs from dropdown scan are clickable
+- Elements inside floating containers with ARIA roles are captured even when ARIA tree misses them
+
+## Rollout Risk
+
+**Low.** The `-C` scan is additive — it only adds `@c` refs, never removes `@e` refs. The change to auto-enable it with `-i` increases output size but agents already handle mixed ref types.
+
+**One concern:** The `-C` scan queries ALL elements (`document.querySelectorAll('*')`) which can be slow on heavy pages. For the popover-specific scan, we limit to elements inside detected floating containers, which is fast (small subtree).
+
+## Testing
+
+```bash
+cd /data/gstack/browse && bun test snapshot
+```
+
+## Files Changed
+
+1. `browse/src/snapshot.ts` — auto-enable -C with -i, popover scanning, remove hasRole skip in floating containers
+2. `browse/test/fixtures/dropdown.html` — new test fixture
+3. `browse/test/snapshot.test.ts` — new dropdown/popover test cases
diff --git a/browse/SKILL.md b/browse/SKILL.md
index 16e0bf92..2aad0cec 100644
--- a/browse/SKILL.md
+++ b/browse/SKILL.md
@@ -90,6 +90,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -248,6 +250,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 **Tone:** direct, concrete, sharp, never corporate, never academic. Sound like a builder, not a consultant. Name the file, the function, the command. No filler, no throat-clearing.
@@ -567,14 +576,14 @@ After `resume`, you get a fresh snapshot of wherever the user left off.
 The snapshot is your primary tool for understanding and interacting with pages.
 
 ```
--i        --interactive           Interactive elements only (buttons, links, inputs) with @e refs
+-i        --interactive           Interactive elements only (buttons, links, inputs) with @e refs. Also auto-enables cursor-interactive scan (-C) to capture dropdowns and popovers.
 -c        --compact               Compact (no empty structural nodes)
 -d <N>    --depth                 Limit tree depth (0 = root only, default: unlimited)
 -s <sel>  --selector              Scope to CSS selector
 -D        --diff                  Unified diff against previous snapshot (first call stores baseline)
 -a        --annotate              Annotated screenshot with red overlay boxes and ref labels
 -o <path> --output                Output path for annotated screenshot (default: <temp>/browse-annotated.png)
--C        --cursor-interactive    Cursor-interactive elements (@c refs — divs with pointer, onclick)
+-C        --cursor-interactive    Cursor-interactive elements (@c refs — divs with pointer, onclick). Auto-enabled when -i is used.
 ```
 
 All flags can be combined freely. `-o` only applies when `-a` is also used.
diff --git a/browse/src/snapshot.ts b/browse/src/snapshot.ts
index 840cd686..ae18c3f3 100644
--- a/browse/src/snapshot.ts
+++ b/browse/src/snapshot.ts
@@ -56,14 +56,14 @@ export const SNAPSHOT_FLAGS: Array<{
   valueHint?: string;
   optionKey: keyof SnapshotOptions;
 }> = [
-  { short: '-i', long: '--interactive', description: 'Interactive elements only (buttons, links, inputs) with @e refs', optionKey: 'interactive' },
+  { short: '-i', long: '--interactive', description: 'Interactive elements only (buttons, links, inputs) with @e refs. Also auto-enables cursor-interactive scan (-C) to capture dropdowns and popovers.', optionKey: 'interactive' },
   { short: '-c', long: '--compact', description: 'Compact (no empty structural nodes)', optionKey: 'compact' },
   { short: '-d', long: '--depth', description: 'Limit tree depth (0 = root only, default: unlimited)', takesValue: true, valueHint: '<N>', optionKey: 'depth' },
   { short: '-s', long: '--selector', description: 'Scope to CSS selector', takesValue: true, valueHint: '<sel>', optionKey: 'selector' },
   { short: '-D', long: '--diff', description: 'Unified diff against previous snapshot (first call stores baseline)', optionKey: 'diff' },
   { short: '-a', long: '--annotate', description: 'Annotated screenshot with red overlay boxes and ref labels', optionKey: 'annotate' },
   { short: '-o', long: '--output', description: 'Output path for annotated screenshot (default: <temp>/browse-annotated.png)', takesValue: true, valueHint: '<path>', optionKey: 'outputPath' },
-  { short: '-C', long: '--cursor-interactive', description: 'Cursor-interactive elements (@c refs — divs with pointer, onclick)', optionKey: 'cursorInteractive' },
+  { short: '-C', long: '--cursor-interactive', description: 'Cursor-interactive elements (@c refs — divs with pointer, onclick). Auto-enabled when -i is used.', optionKey: 'cursorInteractive' },
 ];
 
 interface ParsedNode {
@@ -233,7 +233,12 @@ export async function handleSnapshot(
     output.push(outputLine);
   }
 
-  // ─── Cursor-interactive scan (-C) ─────────────────────────
+  // ─── Cursor-interactive scan (-C, or auto with -i) ────────
+  // Auto-enable cursor scan when interactive mode is on — agents asking for
+  // interactive elements should always see clickable non-ARIA items too.
+  if (opts.interactive && !opts.cursorInteractive) {
+    opts.cursorInteractive = true;
+  }
   if (opts.cursorInteractive) {
     try {
       const cursorElements = await target.evaluate(() => {
@@ -256,9 +261,37 @@ export async function handleSnapshot(
           const hasTabindex = el.hasAttribute('tabindex') && parseInt(el.getAttribute('tabindex')!, 10) >= 0;
           const hasRole = el.hasAttribute('role');
 
-          if (!hasCursorPointer && !hasOnclick && !hasTabindex) continue;
-          // Skip if it has an ARIA role (likely already captured)
-          if (hasRole) continue;
+          // Check if element is inside a floating container (portal/popover/dropdown)
+          const isInFloating = (() => {
+            let parent: Element | null = el;
+            while (parent && parent !== document.documentElement) {
+              const pStyle = getComputedStyle(parent);
+              const isFloating = (pStyle.position === 'fixed' || pStyle.position === 'absolute') &&
+                parseInt(pStyle.zIndex || '0', 10) >= 10;
+              const hasPortalAttr = parent.hasAttribute('data-floating-ui-portal') ||
+                parent.hasAttribute('data-radix-popper-content-wrapper') ||
+                parent.hasAttribute('data-radix-portal') ||
+                parent.hasAttribute('data-popper-placement') ||
+                parent.getAttribute('role') === 'listbox' ||
+                parent.getAttribute('role') === 'menu';
+              if (isFloating || hasPortalAttr) return true;
+              parent = parent.parentElement;
+            }
+            return false;
+          })();
+
+          if (!hasCursorPointer && !hasOnclick && !hasTabindex) {
+            // For elements inside floating containers, also check for role="option"/"menuitem"
+            if (isInFloating && hasRole) {
+              const role = el.getAttribute('role');
+              if (role !== 'option' && role !== 'menuitem' && role !== 'menuitemcheckbox' && role !== 'menuitemradio') continue;
+            } else {
+              continue;
+            }
+          }
+          // Skip elements with ARIA roles UNLESS they're inside a floating container
+          // (floating container items may be missed by the accessibility tree)
+          if (hasRole && !isInFloating) continue;
 
           // Build deterministic nth-child CSS path
           const parts: string[] = [];
@@ -275,9 +308,11 @@ export async function handleSnapshot(
 
           const text = (el as HTMLElement).innerText?.trim().slice(0, 80) || el.tagName.toLowerCase();
           const reasons: string[] = [];
+          if (isInFloating) reasons.push('popover-child');
           if (hasCursorPointer) reasons.push('cursor:pointer');
           if (hasOnclick) reasons.push('onclick');
           if (hasTabindex) reasons.push(`tabindex=${el.getAttribute('tabindex')}`);
+          if (hasRole) reasons.push(`role=${el.getAttribute('role')}`);
 
           results.push({ selector, text, reason: reasons.join(', ') });
         }
diff --git a/browse/test/fixtures/dropdown.html b/browse/test/fixtures/dropdown.html
new file mode 100644
index 00000000..7919bceb
--- /dev/null
+++ b/browse/test/fixtures/dropdown.html
@@ -0,0 +1,61 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <title>Test Page - Dropdown/Autocomplete</title>
+  <style>
+    .search-container { position: relative; width: 300px; }
+    .search-input { width: 100%; padding: 8px; }
+    .dropdown-portal {
+      position: fixed;
+      top: 60px;
+      left: 20px;
+      z-index: 9999;
+      background: white;
+      border: 1px solid #ccc;
+      box-shadow: 0 4px 12px rgba(0,0,0,0.15);
+      width: 300px;
+    }
+    .dropdown-item {
+      padding: 8px 12px;
+      cursor: pointer;
+    }
+    .dropdown-item:hover { background: #f0f0f0; }
+    .dropdown-item-no-cursor {
+      padding: 8px 12px;
+    }
+  </style>
+</head>
+<body>
+  <h1>Dropdown Test</h1>
+
+  <div class="search-container">
+    <input type="text" class="search-input" placeholder="Search for someone..." id="search" aria-label="Search">
+  </div>
+
+  <!-- Simulates a React portal / floating-ui popover -->
+  <div class="dropdown-portal" id="dropdown-portal" data-floating-ui-portal>
+    <!-- Items with cursor:pointer but NO ARIA roles (common pattern) -->
+    <div class="dropdown-item" onclick="selectItem('alice')">Alice Johnson - Acme Corp</div>
+    <div class="dropdown-item" onclick="selectItem('bob')">Bob Smith - Beta Inc</div>
+    <div class="dropdown-item" onclick="selectItem('carol')">Carol Davis - Gamma LLC</div>
+
+    <!-- Items WITH role="option" (well-built component) -->
+    <div class="dropdown-item" role="option" onclick="selectItem('dave')">Dave Wilson - Delta Co</div>
+
+    <!-- Item with no cursor, no onclick, just text (should NOT be captured) -->
+    <div class="dropdown-item-no-cursor" id="static-text">No results? Try a different search.</div>
+  </div>
+
+  <!-- Standard interactive elements (should appear in ARIA tree normally) -->
+  <button id="submit-btn">Submit</button>
+  <a href="/test">Normal Link</a>
+
+  <script>
+    function selectItem(name) {
+      document.getElementById('search').value = name;
+      document.getElementById('dropdown-portal').style.display = 'none';
+    }
+  </script>
+</body>
+</html>
diff --git a/browse/test/snapshot.test.ts b/browse/test/snapshot.test.ts
index db5e8004..4b375cda 100644
--- a/browse/test/snapshot.test.ts
+++ b/browse/test/snapshot.test.ts
@@ -386,6 +386,75 @@ describe('Cursor-interactive', () => {
     // And cursor-interactive section
     expect(result).toContain('cursor-interactive');
   });
+
+  test('snapshot -i alone also includes cursor-interactive elements', async () => {
+    await handleWriteCommand('goto', [baseUrl + '/cursor-interactive.html'], bm);
+    const result = await handleMetaCommand('snapshot', ['-i'], bm, shutdown);
+    // -i now auto-enables -C
+    expect(result).toContain('[button]');
+    expect(result).toContain('[link]');
+    expect(result).toContain('cursor-interactive');
+    expect(result).toContain('@c');
+  });
+});
+
+// ─── Dropdown/Popover Detection ─────────────────────────────────
+
+describe('Dropdown/popover detection', () => {
+  test('snapshot -i auto-enables cursor scan and finds dropdown items', async () => {
+    await handleWriteCommand('goto', [baseUrl + '/dropdown.html'], bm);
+    const result = await handleMetaCommand('snapshot', ['-i'], bm, shutdown);
+    // Should find standard interactive elements
+    expect(result).toContain('[button]');
+    expect(result).toContain('[link]');
+    expect(result).toContain('[textbox]');
+    // Should also find cursor-interactive dropdown items
+    expect(result).toContain('cursor-interactive');
+    expect(result).toContain('@c');
+    expect(result).toContain('Alice Johnson');
+    expect(result).toContain('Bob Smith');
+  });
+
+  test('dropdown items in floating container are tagged as popover-child', async () => {
+    await handleWriteCommand('goto', [baseUrl + '/dropdown.html'], bm);
+    const result = await handleMetaCommand('snapshot', ['-i'], bm, shutdown);
+    expect(result).toContain('popover-child');
+  });
+
+  test('dropdown items with role="option" in portal are captured', async () => {
+    await handleWriteCommand('goto', [baseUrl + '/dropdown.html'], bm);
+    const result = await handleMetaCommand('snapshot', ['-i'], bm, shutdown);
+    // Dave Wilson has role="option" — should be captured even though it has a role
+    expect(result).toContain('Dave Wilson');
+  });
+
+  test('static text in dropdown without interactivity is NOT captured', async () => {
+    await handleWriteCommand('goto', [baseUrl + '/dropdown.html'], bm);
+    const result = await handleMetaCommand('snapshot', ['-i'], bm, shutdown);
+    // "No results? Try a different search." has no cursor:pointer, no onclick, no tabindex
+    expect(result).not.toContain('No results');
+  });
+
+  test('@c ref from dropdown is clickable', async () => {
+    await handleWriteCommand('goto', [baseUrl + '/dropdown.html'], bm);
+    const snap = await handleMetaCommand('snapshot', ['-i'], bm, shutdown);
+    // Find a @c ref for Alice
+    const aliceLine = snap.split('\n').find(l => l.includes('@c') && l.includes('Alice'));
+    expect(aliceLine).toBeTruthy();
+    const refMatch = aliceLine!.match(/@(c\d+)/);
+    expect(refMatch).toBeTruthy();
+    const result = await handleWriteCommand('click', [`@${refMatch![1]}`], bm);
+    expect(result).toContain('Clicked');
+  });
+
+  test('snapshot -C still works standalone without -i', async () => {
+    await handleWriteCommand('goto', [baseUrl + '/dropdown.html'], bm);
+    const result = await handleMetaCommand('snapshot', ['-C'], bm, shutdown);
+    expect(result).toContain('cursor-interactive');
+    expect(result).toContain('Alice Johnson');
+    // Without -i, should include non-interactive ARIA elements too
+    expect(result).toContain('[heading]');
+  });
 });
 
 // ─── Snapshot Error Paths ───────────────────────────────────────
diff --git a/canary/SKILL.md b/canary/SKILL.md
index 47f90a64..6cf76203 100644
--- a/canary/SKILL.md
+++ b/canary/SKILL.md
@@ -90,6 +90,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -248,6 +250,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/checkpoint/SKILL.md b/checkpoint/SKILL.md
index 5c38062f..22b5d3ad 100644
--- a/checkpoint/SKILL.md
+++ b/checkpoint/SKILL.md
@@ -93,6 +93,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -251,6 +253,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/codex/SKILL.md b/codex/SKILL.md
index ac34d85e..9b40b27e 100644
--- a/codex/SKILL.md
+++ b/codex/SKILL.md
@@ -92,6 +92,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -250,6 +252,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/cso/SKILL.md b/cso/SKILL.md
index 3ebe8f19..89f2b13f 100644
--- a/cso/SKILL.md
+++ b/cso/SKILL.md
@@ -95,6 +95,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -253,6 +255,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/design-consultation/SKILL.md b/design-consultation/SKILL.md
index 83f1ec7b..68e48879 100644
--- a/design-consultation/SKILL.md
+++ b/design-consultation/SKILL.md
@@ -95,6 +95,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -253,6 +255,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/design-html/SKILL.md b/design-html/SKILL.md
index a77611a1..10aaece0 100644
--- a/design-html/SKILL.md
+++ b/design-html/SKILL.md
@@ -97,6 +97,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -255,6 +257,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/design-review/SKILL.md b/design-review/SKILL.md
index 3b5fcd09..b87c509d 100644
--- a/design-review/SKILL.md
+++ b/design-review/SKILL.md
@@ -95,6 +95,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -253,6 +255,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/design-shotgun/SKILL.md b/design-shotgun/SKILL.md
index 70bb16c6..d254d9d2 100644
--- a/design-shotgun/SKILL.md
+++ b/design-shotgun/SKILL.md
@@ -92,6 +92,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -250,6 +252,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/design/src/check.ts b/design/src/check.ts
index dd4bfe43..8f4aee9a 100644
--- a/design/src/check.ts
+++ b/design/src/check.ts
@@ -63,6 +63,10 @@ export async function checkMockup(imagePath: string, brief: string): Promise<Che
 
     if (!response.ok) {
       const error = await response.text();
+      if (response.status === 403 && error.includes("organization must be verified")) {
+        console.error("OpenAI organization verification required. Go to https://platform.openai.com/settings/organization to verify.");
+        return { pass: true, issues: "OpenAI org not verified — vision check skipped" };
+      }
       // Non-blocking: if vision check fails, default to PASS with warning
       console.error(`Vision check API error (${response.status}): ${error}`);
       return { pass: true, issues: "Vision check unavailable — skipped" };
diff --git a/design/src/evolve.ts b/design/src/evolve.ts
index f776b065..c88ae6c6 100644
--- a/design/src/evolve.ts
+++ b/design/src/evolve.ts
@@ -71,6 +71,13 @@ export async function evolve(options: EvolveOptions): Promise<void> {
 
     if (!response.ok) {
       const error = await response.text();
+      if (response.status === 403 && error.includes("organization must be verified")) {
+        throw new Error(
+          "OpenAI organization verification required.\n"
+          + "Go to https://platform.openai.com/settings/organization to verify.\n"
+          + "After verification, wait up to 15 minutes for access to propagate.",
+        );
+      }
       throw new Error(`API error (${response.status}): ${error.slice(0, 300)}`);
     }
 
diff --git a/design/src/generate.ts b/design/src/generate.ts
index a34b7151..383c51ae 100644
--- a/design/src/generate.ts
+++ b/design/src/generate.ts
@@ -60,7 +60,14 @@ async function callImageGeneration(
 
     if (!response.ok) {
       const error = await response.text();
-      throw new Error(`API error (${response.status}): ${error}`);
+      if (response.status === 403 && error.includes("organization must be verified")) {
+        throw new Error(
+          "OpenAI organization verification required.\n"
+          + "Go to https://platform.openai.com/settings/organization to verify.\n"
+          + "After verification, wait up to 15 minutes for access to propagate.",
+        );
+      }
+      throw new Error(`API error (${response.status}): ${error.slice(0, 200)}`);
     }
 
     const data = await response.json() as any;
diff --git a/design/src/iterate.ts b/design/src/iterate.ts
index d6ec5a53..c85eacee 100644
--- a/design/src/iterate.ts
+++ b/design/src/iterate.ts
@@ -102,6 +102,13 @@ async function callWithThreading(
 
     if (!response.ok) {
       const error = await response.text();
+      if (response.status === 403 && error.includes("organization must be verified")) {
+        throw new Error(
+          "OpenAI organization verification required.\n"
+          + "Go to https://platform.openai.com/settings/organization to verify.\n"
+          + "After verification, wait up to 15 minutes for access to propagate.",
+        );
+      }
       throw new Error(`API error (${response.status}): ${error.slice(0, 300)}`);
     }
 
@@ -142,6 +149,13 @@ async function callFresh(
 
     if (!response.ok) {
       const error = await response.text();
+      if (response.status === 403 && error.includes("organization must be verified")) {
+        throw new Error(
+          "OpenAI organization verification required.\n"
+          + "Go to https://platform.openai.com/settings/organization to verify.\n"
+          + "After verification, wait up to 15 minutes for access to propagate.",
+        );
+      }
       throw new Error(`API error (${response.status}): ${error.slice(0, 300)}`);
     }
 
diff --git a/design/src/variants.ts b/design/src/variants.ts
index e9d8ad77..87ccca92 100644
--- a/design/src/variants.ts
+++ b/design/src/variants.ts
@@ -77,6 +77,9 @@ async function generateVariant(
 
       if (!response.ok) {
         const error = await response.text();
+        if (response.status === 403 && error.includes("organization must be verified")) {
+          return { path: outputPath, success: false, error: "OpenAI organization verification required. Go to https://platform.openai.com/settings/organization to verify." };
+        }
         return { path: outputPath, success: false, error: `API error (${response.status}): ${error.slice(0, 200)}` };
       }
 
diff --git a/devex-review/SKILL.md b/devex-review/SKILL.md
index 2d368ada..96575fea 100644
--- a/devex-review/SKILL.md
+++ b/devex-review/SKILL.md
@@ -95,6 +95,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -253,6 +255,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/docs/OPENCLAW.md b/docs/OPENCLAW.md
new file mode 100644
index 00000000..7df9895a
--- /dev/null
+++ b/docs/OPENCLAW.md
@@ -0,0 +1,145 @@
+# gstack x OpenClaw Integration
+
+gstack integrates with OpenClaw as a methodology source, not a ported codebase.
+OpenClaw's ACP runtime spawns Claude Code sessions natively. gstack provides the
+planning discipline and methodology that makes those sessions better.
+
+This is a lightweight protocol encoded as prompt text. No daemon. No JSON-RPC.
+No compatibility matrices. The prompt is the bridge.
+
+## Architecture
+
+```
+  OpenClaw                               gstack repo
+  ─────────────────────                    ──────────────
+  Orchestrator: messaging,                 Source of truth for
+  calendar, memory, EA                     methodology + planning
+       │                                        │
+       ├── Native skills (conversational)       ├── Generates native skills
+       │   office-hours, ceo-review,            │   via gen-skill-docs pipeline
+       │   investigate, retro                   │
+       │                                        ├── Generates gstack-lite
+       ├── sessions_spawn(runtime: "acp")       │   (planning discipline)
+       │       │                                │
+       │       └── Claude Code                  ├── Generates gstack-full
+       │           └── gstack installed at      │   (complete pipeline)
+       │               ~/.claude/skills/gstack  │
+       │                                        └── docs/OPENCLAW.md (this file)
+       └── Dispatch routing (AGENTS.md)
+```
+
+## Dispatch Routing
+
+OpenClaw decides at spawn time which tier of gstack support to use:
+
+| Tier | When | Prompt prefix |
+|------|------|---------------|
+| **Simple** | One-file edits, typos, config changes | No gstack context injected |
+| **Medium** | Multi-file features, refactors | gstack-lite CLAUDE.md appended |
+| **Heavy** | Specific gstack skill needed | "Load gstack. Run /X" |
+| **Full** | Complete features, objectives, projects | gstack-full pipeline appended |
+| **Plan** | "Help me plan a Claude Code project" | gstack-plan pipeline appended |
+
+### Decision heuristic
+
+- Can it be done in <10 lines of code? -> **Simple**
+- Does it touch multiple files but the approach is obvious? -> **Medium**
+- Does the user name a specific skill (/cso, /review, /qa)? -> **Heavy**
+- Is it a feature, project, or objective (not a task)? -> **Full**
+- Does the user want to PLAN something for Claude Code without implementing yet? -> **Plan**
+
+### Dispatch routing guide (for AGENTS.md)
+
+The complete ready-to-paste section lives in `openclaw/agents-gstack-section.md`.
+Copy it into your OpenClaw AGENTS.md.
+
+Key behavioral rules (these go ABOVE the dispatch tiers):
+
+1. **Always spawn, never redirect.** When the user asks to use ANY gstack skill,
+   ALWAYS spawn a Claude Code session. Never tell the user to open Claude Code.
+2. **Resolve the repo.** If the user names a repo, set the working directory. If
+   unknown, ask which repo.
+3. **Autoplan runs end-to-end.** Spawn, let it run the full pipeline, report back
+   in chat. User should never have to leave Telegram.
+
+### CLAUDE.md collision handling
+
+When spawning Claude Code in a repo that already has a CLAUDE.md, APPEND
+gstack-lite/full as a new section. Do not replace the repo's existing instructions.
+
+## What gstack generates for OpenClaw
+
+All artifacts live in the `openclaw/` directory and are generated by
+`bun run gen:skill-docs --host openclaw`:
+
+### gstack-lite (Medium tier)
+`openclaw/gstack-lite-CLAUDE.md` — ~15 lines of planning discipline:
+1. Read every file before modifying
+2. Write a 5-line plan: what, why, which files, test case, risk
+3. Resolve ambiguity using decision principles
+4. Self-review before reporting done
+5. Completion report: what shipped, decisions made, anything uncertain
+
+A/B tested: 2x time, meaningfully better output.
+
+### gstack-full (Full tier)
+`openclaw/gstack-full-CLAUDE.md` — chains existing gstack skills:
+1. Read CLAUDE.md and understand the project
+2. Run /autoplan (CEO + eng + design review)
+3. Implement the approved plan
+4. Run /ship to create a PR
+5. Report back with PR URL and decisions
+
+### gstack-plan (Plan tier)
+`openclaw/gstack-plan-CLAUDE.md` — full review gauntlet, no implementation:
+1. Run /office-hours to produce a design doc
+2. Run /autoplan (CEO + eng + design + DX reviews + codex adversarial)
+3. Save the reviewed plan to `plans/<project-slug>-plan-<date>.md`
+4. Report back: plan path, summary, key decisions, recommended next step
+
+The orchestrator persists the plan link to its own memory store (brain repo,
+knowledge base, or whatever is configured in AGENTS.md). When the user is
+ready to build, spawn a FULL session that references the saved plan.
+
+### Native methodology skills
+Published to ClawHub. Install with `clawhub install`:
+- `gstack-openclaw-office-hours` — Product interrogation (6 forcing questions)
+- `gstack-openclaw-ceo-review` — Strategic challenge (10-section review, 4 modes)
+- `gstack-openclaw-investigate` — Operational debugging (4-phase methodology)
+- `gstack-openclaw-retro` — Operational retrospective (weekly review)
+
+Source lives in `openclaw/skills/` in the gstack repo. These are hand-crafted
+adaptations of the gstack methodology for OpenClaw's conversational context.
+No gstack infrastructure (no browse, no telemetry, no preamble).
+
+## Spawned session detection
+
+When Claude Code runs inside a session spawned by OpenClaw, the `OPENCLAW_SESSION`
+environment variable should be set. gstack detects this and adjusts:
+- Skips interactive prompts (auto-chooses recommended options)
+- Skips upgrade checks and telemetry prompts
+- Focuses on task completion and prose reporting
+
+Set the env var in sessions_spawn: `env: { OPENCLAW_SESSION: "1" }`
+
+## Installation
+
+For OpenClaw users: tell your OpenClaw agent "install gstack for openclaw."
+
+The agent should:
+1. Install gstack-lite CLAUDE.md into its coding session templates
+2. Install the 4 native methodology skills
+3. Add dispatch routing to AGENTS.md
+4. Verify with a test spawn
+
+For gstack developers: `./setup --host openclaw` outputs this documentation.
+The actual artifacts are generated by `bun run gen:skill-docs --host openclaw`.
+
+## What we don't do
+
+- No dispatch daemon (ACP handles session spawning)
+- No Clawvisor relay (no security layer needed)
+- No bidirectional learnings bridge (brain repo is the knowledge store)
+- No JSON schemas or protocol versioning
+- No SOUL.md from gstack (OpenClaw has its own)
+- No full skill porting (coding skills stay native to Claude Code)
diff --git a/document-release/SKILL.md b/document-release/SKILL.md
index d482c436..90b84d2d 100644
--- a/document-release/SKILL.md
+++ b/document-release/SKILL.md
@@ -92,6 +92,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -250,6 +252,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/health/SKILL.md b/health/SKILL.md
index 7747a94a..f8f7b2ae 100644
--- a/health/SKILL.md
+++ b/health/SKILL.md
@@ -92,6 +92,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -250,6 +252,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/hosts/openclaw.ts b/hosts/openclaw.ts
index 81f511ff..38428f20 100644
--- a/hosts/openclaw.ts
+++ b/hosts/openclaw.ts
@@ -23,6 +23,7 @@ const openclaw: HostConfig = {
   generation: {
     generateMetadata: false,
     skipSkills: ['codex'],
+    includeSkills: [],
   },
 
   pathRewrites: [
@@ -69,10 +70,6 @@ const openclaw: HostConfig = {
   coAuthorTrailer: 'Co-Authored-By: OpenClaw Agent <agent@openclaw.ai>',
   learningsMode: 'basic',
 
-  // SOUL.md ships as a static file alongside generated skills
-  staticFiles: {
-    'SOUL.md': 'openclaw/SOUL.md',
-  },
   adapter: './scripts/host-adapters/openclaw-adapter',
 };
 
diff --git a/investigate/SKILL.md b/investigate/SKILL.md
index 6cf5a58c..30feccd0 100644
--- a/investigate/SKILL.md
+++ b/investigate/SKILL.md
@@ -107,6 +107,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -265,6 +267,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/land-and-deploy/SKILL.md b/land-and-deploy/SKILL.md
index a9706c10..64402009 100644
--- a/land-and-deploy/SKILL.md
+++ b/land-and-deploy/SKILL.md
@@ -89,6 +89,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -247,6 +249,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/learn/SKILL.md b/learn/SKILL.md
index f351ff61..656ae76b 100644
--- a/learn/SKILL.md
+++ b/learn/SKILL.md
@@ -92,6 +92,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -250,6 +252,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/office-hours/SKILL.md b/office-hours/SKILL.md
index fb8a6e85..9795f1e5 100644
--- a/office-hours/SKILL.md
+++ b/office-hours/SKILL.md
@@ -99,6 +99,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -257,6 +259,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/open-gstack-browser/SKILL.md b/open-gstack-browser/SKILL.md
index f45deda6..126bd5fb 100644
--- a/open-gstack-browser/SKILL.md
+++ b/open-gstack-browser/SKILL.md
@@ -89,6 +89,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -247,6 +249,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/openclaw/agents-gstack-section.md b/openclaw/agents-gstack-section.md
new file mode 100644
index 00000000..15d9b214
--- /dev/null
+++ b/openclaw/agents-gstack-section.md
@@ -0,0 +1,51 @@
+## Coding Tasks (gstack)
+
+### Rules (non-negotiable)
+
+1. **Always spawn, never redirect.** When user asks to use ANY gstack skill,
+   ALWAYS spawn a Claude Code session via sessions_spawn. Never tell user to
+   open Claude Code himself. Never say "this needs to run in Claude Code."
+   Never say "you'll need to open Claude Code for that." Just do it.
+
+2. **Resolve the repo.** If user names a repo or project, set the working
+   directory to that repo path. If the repo path isn't known, ask which
+   repo — don't punt to telling the user to open Claude Code.
+
+3. **Autoplan runs end-to-end.** For /autoplan specifically: spawn the session,
+   let it run the full review pipeline (CEO → design → eng), and when it
+   finishes, report the plan back here in chat. Write the plan to memory so
+   the user can find it later. User should never have to leave Telegram.
+
+### Dispatch Routing
+
+When asked for coding work, pick the dispatch tier:
+
+**SIMPLE:** "fix this typo," "update that config," single-file changes
+→ sessions_spawn(runtime: "acp", prompt: "<just the task>")
+
+**MEDIUM:** multi-file features, refactors, skill edits
+→ sessions_spawn(runtime: "acp", prompt: "<gstack-lite content>\n\n<task>")
+
+**HEAVY:** needs a specific gstack methodology
+→ sessions_spawn(runtime: "acp", prompt: "Load gstack. Run /qa https://...")
+  Skills: /cso, /review, /qa, /ship, /investigate, /design-review, /benchmark, /gstack-upgrade
+
+**FULL:** build a complete feature, multi-day scope, needs planning + review
+→ sessions_spawn(runtime: "acp", prompt: "<gstack-full content>\n\n<task>")
+  Claude Code runs: /autoplan → implement → /ship → report back
+
+**PLAN:** user wants to plan a Claude Code project, spec out a feature, or design
+  something before any code is written
+→ sessions_spawn(runtime: "acp", prompt: "<gstack-plan content>\n\n<task>")
+  Claude Code runs: /office-hours → /autoplan → saves plan file → reports back
+  Persist the plan link to memory/knowledge store.
+  When the user is ready to implement, spawn a new FULL session pointing at the plan.
+
+### Decision Heuristic
+
+- Can it be done in <10 lines of code? → **SIMPLE**
+- Does it touch multiple files but the approach is obvious? → **MEDIUM**
+- Does the user name a specific skill (/cso, /review, /qa)? → **HEAVY**
+- "Upgrade gstack", "update gstack" → **HEAVY** with `Run /gstack-upgrade`
+- Is it a feature, project, or objective (not a task)? → **FULL**
+- Does the user want to PLAN something without implementing yet? → **PLAN**
diff --git a/openclaw/gstack-full-CLAUDE.md b/openclaw/gstack-full-CLAUDE.md
new file mode 100644
index 00000000..0cca47a4
--- /dev/null
+++ b/openclaw/gstack-full-CLAUDE.md
@@ -0,0 +1,12 @@
+# gstack-full Pipeline
+
+Injected by the orchestrator for complete feature builds. Append to existing CLAUDE.md.
+
+## Full Pipeline
+1. Read CLAUDE.md and understand the project context.
+2. Run /autoplan to review your approach (CEO + eng + design review pipeline).
+3. Implement the approved plan. Follow the planning discipline above.
+4. Run /ship to create a PR with tests, changelog, and version bump.
+5. Report back: PR URL, what shipped, decisions made, anything uncertain.
+
+Do not ask for human input until the PR is ready for review.
diff --git a/openclaw/gstack-lite-CLAUDE.md b/openclaw/gstack-lite-CLAUDE.md
new file mode 100644
index 00000000..a6e0d1d3
--- /dev/null
+++ b/openclaw/gstack-lite-CLAUDE.md
@@ -0,0 +1,12 @@
+# gstack-lite Planning Discipline
+
+Injected by the orchestrator into spawned Claude Code sessions. Append to existing CLAUDE.md.
+
+## Planning Discipline
+1. Read every file you will modify. Understand existing patterns first.
+2. Before writing code, state your plan: what, why, which files, test case, risk.
+3. When ambiguous, prefer: completeness over shortcuts, existing patterns over new ones,
+   reversible choices over irreversible ones, safe defaults over clever ones.
+4. Self-review your changes before reporting done. Check for: missed files, broken
+   imports, untested paths, style inconsistencies.
+5. Report when done: what shipped, what decisions you made, anything uncertain.
diff --git a/openclaw/gstack-plan-CLAUDE.md b/openclaw/gstack-plan-CLAUDE.md
new file mode 100644
index 00000000..d1a32ef1
--- /dev/null
+++ b/openclaw/gstack-plan-CLAUDE.md
@@ -0,0 +1,20 @@
+# gstack-plan: Full Review Gauntlet
+
+Injected by the orchestrator when the user wants to plan a Claude Code project.
+Append to existing CLAUDE.md.
+
+## Planning Pipeline
+1. Read CLAUDE.md and understand the project context.
+2. Run /office-hours to produce a design doc (problem statement, premises, alternatives).
+3. Run /autoplan to review the design (CEO + eng + design + DX reviews + codex adversarial).
+4. Save the final reviewed plan to a file the orchestrator can reference later.
+   Write it to: plans/<project-slug>-plan-<date>.md in the current repo.
+   Include the design doc, all review decisions, and the implementation sequence.
+5. Report back to the orchestrator:
+   - Plan file path
+   - One-paragraph summary of what was designed and the key decisions
+   - List of accepted scope expansions (if any)
+   - Recommended next step (usually: spawn a new session with gstack-full to implement)
+
+Do not implement anything. This is planning only.
+The orchestrator will persist the plan link to its own memory/knowledge store.
diff --git a/openclaw/skills/gstack-openclaw-ceo-review/SKILL.md b/openclaw/skills/gstack-openclaw-ceo-review/SKILL.md
new file mode 100644
index 00000000..d4ae213d
--- /dev/null
+++ b/openclaw/skills/gstack-openclaw-ceo-review/SKILL.md
@@ -0,0 +1,193 @@
+---
+name: gstack-openclaw-ceo-review
+description: CEO/founder-mode plan review. Rethink the problem, find the 10-star product, challenge premises, expand scope when it creates a better product. Four modes: SCOPE EXPANSION (dream big), SELECTIVE EXPANSION (hold scope + cherry-pick), HOLD SCOPE (maximum rigor), SCOPE REDUCTION (strip to essentials). Use when asked to review a plan, challenge this, CEO review, poke holes, think bigger, or expand scope.
+version: 1.0.0
+metadata: { "openclaw": { "emoji": "👑" } }
+---
+
+# CEO Plan Review
+
+## Philosophy
+
+You are not here to rubber-stamp this plan. You are here to make it extraordinary, catch every landmine before it explodes, and ensure that when this ships, it ships at the highest possible standard.
+
+Your posture depends on what the user needs:
+
+- **SCOPE EXPANSION:** You are building a cathedral. Envision the platonic ideal. Push scope UP. Ask "what would make this 10x better for 2x the effort?" Every expansion is the user's decision. Present each scope-expanding idea individually and let them opt in or out.
+- **SELECTIVE EXPANSION:** You are a rigorous reviewer who also has taste. Hold the current scope as your baseline, make it bulletproof. But separately, surface every expansion opportunity and present each one individually so the user can cherry-pick.
+- **HOLD SCOPE:** You are a rigorous reviewer. The plan's scope is accepted. Your job is to make it bulletproof... catch every failure mode, test every edge case, ensure observability, map every error path. Do not silently reduce OR expand.
+- **SCOPE REDUCTION:** You are a surgeon. Find the minimum viable version that achieves the core outcome. Cut everything else. Be ruthless.
+
+**Critical rule:** In ALL modes, the user is 100% in control. Every scope change is an explicit opt-in... never silently add or remove scope.
+
+Do NOT make any code changes. Do NOT start implementation. Your only job is to review the plan.
+
+## Prime Directives
+
+1. Zero silent failures. Every failure mode must be visible.
+2. Every error has a name. Don't say "handle errors." Name the specific exception, what triggers it, what catches it, what the user sees.
+3. Data flows have shadow paths. Every data flow has a happy path and three shadow paths: nil input, empty/zero-length input, and upstream error. Trace all four.
+4. Interactions have edge cases. Double-click, navigate-away-mid-action, slow connection, stale state, back button. Map them.
+5. Observability is scope, not afterthought. New dashboards, alerts, and runbooks are first-class deliverables.
+6. Diagrams are mandatory. No non-trivial flow goes undiagrammed.
+7. Everything deferred must be written down. Vague intentions are lies.
+8. Optimize for the 6-month future, not just today.
+9. You have permission to say "scrap it and do this instead."
+
+## Cognitive Patterns... How Great CEOs Think
+
+These are thinking instincts, not a checklist. Let them shape your perspective throughout the review.
+
+1. **Classification instinct** ... Categorize every decision by reversibility x magnitude. Most things are two-way doors; move fast.
+2. **Paranoid scanning** ... Continuously scan for strategic inflection points, cultural drift, talent erosion.
+3. **Inversion reflex** ... For every "how do we win?" also ask "what would make us fail?"
+4. **Focus as subtraction** ... Primary value-add is what to NOT do. Default: do fewer things, better.
+5. **People-first sequencing** ... People, products, profits... always in that order.
+6. **Speed calibration** ... Fast is default. Only slow down for irreversible + high-magnitude decisions. 70% information is enough to decide.
+7. **Proxy skepticism** ... Are our metrics still serving users or have they become self-referential?
+8. **Narrative coherence** ... Hard decisions need clear framing. Make the "why" legible, not everyone happy.
+9. **Temporal depth** ... Think in 5-10 year arcs. Apply regret minimization for major bets.
+10. **Founder-mode bias** ... Deep involvement isn't micromanagement if it expands the team's thinking.
+11. **Wartime awareness** ... Correctly diagnose peacetime vs wartime.
+12. **Courage accumulation** ... Confidence comes from making hard decisions, not before them.
+13. **Willfulness as strategy** ... Be intentionally willful. The world yields to people who push hard enough in one direction for long enough.
+14. **Leverage obsession** ... Find inputs where small effort creates massive output.
+15. **Hierarchy as service** ... Every interface decision answers "what should the user see first, second, third?"
+16. **Edge case paranoia** ... What if the name is 47 chars? Zero results? Network fails mid-action?
+17. **Subtraction default** ... "As little design as possible." If a UI element doesn't earn its pixels, cut it.
+18. **Design for trust** ... Every interface decision either builds or erodes user trust.
+
+---
+
+## Step 0: Nuclear Scope Challenge + Mode Selection
+
+### 0A. Premise Challenge
+1. Is this the right problem to solve? Could a different framing yield a dramatically simpler or more impactful solution?
+2. What is the actual user/business outcome? Is the plan the most direct path to that outcome, or is it solving a proxy problem?
+3. What would happen if we did nothing? Real pain point or hypothetical one?
+
+### 0B. Existing Code Leverage
+1. What existing code already partially or fully solves each sub-problem? Map every sub-problem to existing code.
+2. Is this plan rebuilding anything that already exists?
+
+### 0C. Dream State Mapping
+Describe the ideal end state 12 months from now. Does this plan move toward that state or away from it?
+
+> CURRENT STATE → THIS PLAN → 12-MONTH IDEAL
+
+### 0C-bis. Implementation Alternatives (MANDATORY)
+Produce 2-3 distinct approaches before selecting a mode:
+
+For each approach:
+- **Name**, Summary, Effort (S/M/L/XL), Risk (Low/Med/High)
+- Pros (2-3 bullets), Cons (2-3 bullets), Reuses (existing code leveraged)
+
+One must be "minimal viable." One must be "ideal architecture."
+
+**RECOMMENDATION:** Choose [X] because [reason].
+
+Ask the user which approach to proceed with. Do NOT proceed without approval.
+
+### 0D. Mode-Specific Analysis
+
+**SCOPE EXPANSION:** Run the 10x check, platonic ideal, and delight opportunities. Then present each expansion proposal individually... the user opts in or out of each one.
+
+**SELECTIVE EXPANSION:** Run the hold-scope analysis first, then surface expansions individually for cherry-picking.
+
+**HOLD SCOPE:** Run the complexity check and minimum change set analysis.
+
+**SCOPE REDUCTION:** Run the ruthless cut and follow-up PR separation.
+
+### 0E. Temporal Interrogation
+Think ahead to implementation: What decisions will need to be made during implementation that should be resolved NOW?
+
+> HOUR 1 (foundations): What does the implementer need to know?
+> HOUR 2-3 (core logic): What ambiguities will they hit?
+> HOUR 4-5 (integration): What will surprise them?
+> HOUR 6+ (polish/tests): What will they wish they'd planned for?
+
+### 0F. Mode Selection
+Present four options:
+1. **SCOPE EXPANSION** ... Dream big, propose the ambitious version
+2. **SELECTIVE EXPANSION** ... Hold baseline, cherry-pick expansions
+3. **HOLD SCOPE** ... Maximum rigor, make it bulletproof
+4. **SCOPE REDUCTION** ... Ruthless cut to minimum viable version
+
+Context-dependent defaults:
+- Greenfield feature → default EXPANSION
+- Feature enhancement → default SELECTIVE EXPANSION
+- Bug fix or hotfix → default HOLD SCOPE
+- Refactor → default HOLD SCOPE
+- Plan touching >15 files → suggest REDUCTION
+
+Once selected, commit fully. Do not silently drift.
+
+---
+
+## Review Sections (11 sections, after scope and mode are agreed)
+
+**Anti-skip rule:** Never condense, abbreviate, or skip any review section regardless of plan type. If a section genuinely has zero findings, say "No issues found" and move on, but you must evaluate it.
+
+Ask the user about each issue ONE AT A TIME. Do NOT batch.
+
+### Section 1: Architecture Review
+Evaluate system design, component boundaries, data flow (all four paths), state machines, coupling, scaling, security architecture, production failure scenarios, rollback posture. Draw dependency graphs.
+
+### Section 2: Error & Rescue Map
+For every new method or codepath that can fail: name the exception, whether it's rescued, what the rescue action is, and what the user sees. Catch-all error handling is always a smell.
+
+### Section 3: Security & Threat Model
+Attack surface expansion, input validation, authorization, secrets management, dependency risk, data classification, injection vectors, audit logging.
+
+### Section 4: Data Flow & Interaction Edge Cases
+Trace every new data flow through input → validation → transform → persist → output, noting what happens at each node for nil, empty, wrong type, too long, timeout, conflict, encoding issues.
+
+### Section 5: Code Quality Review
+Organization, DRY violations, naming quality, error handling patterns, missing edge cases, over-engineering, under-engineering, cyclomatic complexity.
+
+### Section 6: Test Review
+Diagram every new UX flow, data flow, codepath, background job, integration, and error path. For each: what type of test covers it? Does one exist? What's the gap?
+
+### Section 7: Observability & Monitoring
+New metrics, dashboards, alerts, runbooks. For each new codepath: how would you know it's broken in production?
+
+### Section 8: Database & State Management
+New tables, indexes, migrations, query patterns. N+1 query risks. Data integrity constraints.
+
+### Section 9: API Design & Contract
+New endpoints, request/response shapes, backward compatibility, versioning, rate limiting.
+
+### Section 10: Performance & Scalability
+What breaks at 10x load? At 100x? Memory, CPU, network, database hotspots.
+
+### Section 11: Design & UX (only if the plan touches UI)
+Information hierarchy, empty/loading/error states, responsive strategy, accessibility, consistency with existing design patterns.
+
+---
+
+## Output
+
+After all sections are reviewed, produce a clean summary:
+
+**CEO REVIEW SUMMARY**
+- **Mode:** [selected mode]
+- **Strongest challenges:** [top 3 issues found]
+- **Recommended path:** [what to do next]
+- **Accepted scope:** [what's in]
+- **Deferred:** [what's out and why]
+- **NOT in scope:** [explicitly excluded items]
+
+Save the summary to `memory/` for future reference.
+
+---
+
+## Important Rules
+
+- **No code changes.** This skill reviews plans, it doesn't implement them.
+- **One issue at a time.** Never batch multiple questions.
+- **Every section gets evaluated.** "Doesn't apply" without examination is never valid.
+- **The user is always in control.** Every scope change is an explicit opt-in.
+- **Completion status:**
+  - DONE ... review complete, all sections evaluated, summary produced
+  - DONE_WITH_CONCERNS ... reviewed but with unresolved issues
+  - BLOCKED ... cannot review without additional context
diff --git a/openclaw/skills/gstack-openclaw-investigate/SKILL.md b/openclaw/skills/gstack-openclaw-investigate/SKILL.md
new file mode 100644
index 00000000..e83d9cda
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+++ b/openclaw/skills/gstack-openclaw-investigate/SKILL.md
@@ -0,0 +1,136 @@
+---
+name: gstack-openclaw-investigate
+description: Systematic debugging with root cause investigation. Four phases: investigate, analyze, hypothesize, implement. Iron Law: no fixes without root cause. Use when asked to debug, fix a bug, investigate an error, or root cause analysis. Proactively use when user reports errors, stack traces, unexpected behavior, or says something stopped working.
+version: 1.0.0
+metadata: { "openclaw": { "emoji": "🔍" } }
+---
+
+# Systematic Debugging
+
+## Iron Law
+
+**NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST.**
+
+Fixing symptoms creates whack-a-mole debugging. Every fix that doesn't address root cause makes the next bug harder to find. Find the root cause, then fix it.
+
+---
+
+## Phase 1: Root Cause Investigation
+
+Gather context before forming any hypothesis.
+
+1. **Collect symptoms:** Read the error messages, stack traces, and reproduction steps. If the user hasn't provided enough context, ask ONE question at a time. Don't ask five questions at once.
+
+2. **Read the code:** Trace the code path from the symptom back to potential causes. Search for all references, read the logic around the failure point.
+
+3. **Check recent changes:**
+   ```bash
+   git log --oneline -20 -- <affected-files>
+   ```
+   Was this working before? What changed? A regression means the root cause is in the diff.
+
+4. **Reproduce:** Can you trigger the bug deterministically? If not, gather more evidence before proceeding.
+
+5. **Check memory** for prior debugging sessions on the same area. Recurring bugs in the same files are an architectural smell.
+
+Output: **"Root cause hypothesis: ..."** ... a specific, testable claim about what is wrong and why.
+
+---
+
+## Phase 2: Pattern Analysis
+
+Check if this bug matches a known pattern:
+
+**Race condition** ... Intermittent, timing-dependent. Look at concurrent access to shared state.
+
+**Nil/null propagation** ... NoMethodError, TypeError. Missing guards on optional values.
+
+**State corruption** ... Inconsistent data, partial updates. Check transactions, callbacks, hooks.
+
+**Integration failure** ... Timeout, unexpected response. External API calls, service boundaries.
+
+**Configuration drift** ... Works locally, fails in staging/prod. Env vars, feature flags, DB state.
+
+**Stale cache** ... Shows old data, fixes on cache clear. Redis, CDN, browser cache.
+
+Also check:
+- Known issues in the project for related problems
+- Git log for prior fixes in the same area. Recurring bugs in the same files are an architectural smell, not a coincidence.
+
+**External search:** If the bug doesn't match a known pattern, search for the error type online. **Sanitize first:** strip hostnames, IPs, file paths, SQL, customer data. Search the error category, not the raw message.
+
+---
+
+## Phase 3: Hypothesis Testing
+
+Before writing ANY fix, verify your hypothesis.
+
+1. **Confirm the hypothesis:** Add a temporary log statement, assertion, or debug output at the suspected root cause. Run the reproduction. Does the evidence match?
+
+2. **If the hypothesis is wrong:** Search for the error (sanitize sensitive data first). Return to Phase 1. Gather more evidence. Do not guess.
+
+3. **3-strike rule:** If 3 hypotheses fail, **STOP**. Tell the user:
+
+   "3 hypotheses tested, none match. This may be an architectural issue rather than a simple bug."
+
+   Options:
+   - Continue investigating with a new hypothesis (describe it)
+   - Escalate for human review (needs someone who knows the system)
+   - Add logging and wait (instrument the area and catch it next time)
+
+**Red flags** ... if you see any of these, slow down:
+- "Quick fix for now" ... there is no "for now." Fix it right or escalate.
+- Proposing a fix before tracing data flow ... you're guessing.
+- Each fix reveals a new problem elsewhere ... wrong layer, not wrong code.
+
+---
+
+## Phase 4: Implementation
+
+Once root cause is confirmed:
+
+1. **Fix the root cause, not the symptom.** The smallest change that eliminates the actual problem.
+
+2. **Minimal diff:** Fewest files touched, fewest lines changed. Resist the urge to refactor adjacent code.
+
+3. **Write a regression test** that:
+   - **Fails** without the fix (proves the test is meaningful)
+   - **Passes** with the fix (proves the fix works)
+
+4. **Run the full test suite.** No regressions allowed.
+
+5. **If the fix touches >5 files:** Flag the blast radius to the user before proceeding. That's large for a bug fix.
+
+---
+
+## Phase 5: Verification & Report
+
+**Fresh verification:** Reproduce the original bug scenario and confirm it's fixed. This is not optional.
+
+Run the test suite.
+
+Output a structured debug report:
+
+**DEBUG REPORT**
+- **Symptom:** what the user observed
+- **Root cause:** what was actually wrong
+- **Fix:** what was changed, with file references
+- **Evidence:** test output, reproduction showing fix works
+- **Regression test:** location of the new test
+- **Related:** prior bugs in same area, architectural notes
+- **Status:** DONE | DONE_WITH_CONCERNS | BLOCKED
+
+Save the report to `memory/` with today's date so future sessions can reference it.
+
+---
+
+## Important Rules
+
+- **3+ failed fix attempts: STOP and question the architecture.** Wrong architecture, not failed hypothesis.
+- **Never apply a fix you cannot verify.** If you can't reproduce and confirm, don't ship it.
+- **Never say "this should fix it."** Verify and prove it. Run the tests.
+- **If fix touches >5 files:** Flag to user before proceeding.
+- **Completion status:**
+  - DONE ... root cause found, fix applied, regression test written, all tests pass
+  - DONE_WITH_CONCERNS ... fixed but cannot fully verify (e.g., intermittent bug, requires staging)
+  - BLOCKED ... root cause unclear after investigation, escalated
diff --git a/openclaw/skills/gstack-openclaw-office-hours/SKILL.md b/openclaw/skills/gstack-openclaw-office-hours/SKILL.md
new file mode 100644
index 00000000..8cb1f2b7
--- /dev/null
+++ b/openclaw/skills/gstack-openclaw-office-hours/SKILL.md
@@ -0,0 +1,375 @@
+---
+name: gstack-openclaw-office-hours
+description: Product interrogation with six forcing questions. Two modes: startup diagnostic (demand reality, status quo, desperate specificity, narrowest wedge, observation, future-fit) and builder brainstorm. Use when asked to brainstorm, "is this worth building", "I have an idea", "office hours", or "help me think through this". Proactively use when user describes a new product idea or wants to think through design decisions before any code is written.
+version: 1.0.0
+metadata: { "openclaw": { "emoji": "🎯" } }
+---
+
+# YC Office Hours
+
+You are a **YC office hours partner**. Your job is to ensure the problem is understood before solutions are proposed. You adapt to what the user is building... startup founders get the hard questions, builders get an enthusiastic collaborator. This skill produces design docs, not code.
+
+**HARD GATE:** Do NOT invoke any implementation, write any code, scaffold any project, or take any implementation action. Your only output is a design document.
+
+---
+
+## Phase 1: Context Gathering
+
+Understand the project and the area the user wants to change.
+
+1. Read the workspace and any existing project docs to understand what already exists.
+2. Check git log to understand recent context.
+3. Search the codebase for areas most relevant to the user's request.
+
+4. **Ask: what's your goal with this?** This is a real question, not a formality. The answer determines everything about how the session runs.
+
+   Ask the user:
+
+   > Before we dig in, what's your goal with this?
+   >
+   > - **Building a startup** (or thinking about it)
+   > - **Intrapreneurship** ... internal project at a company, need to ship fast
+   > - **Hackathon / demo** ... time-boxed, need to impress
+   > - **Open source / research** ... building for a community or exploring an idea
+   > - **Learning** ... teaching yourself to code, vibe coding, leveling up
+   > - **Having fun** ... side project, creative outlet, just vibing
+
+   **Mode mapping:**
+   - Startup, intrapreneurship → **Startup mode** (Phase 2A)
+   - Hackathon, open source, research, learning, having fun → **Builder mode** (Phase 2B)
+
+5. **Assess product stage** (only for startup/intrapreneurship modes):
+   - Pre-product (idea stage, no users yet)
+   - Has users (people using it, not yet paying)
+   - Has paying customers
+
+Output: "Here's what I understand about this project and the area you want to change: ..."
+
+---
+
+## Phase 2A: Startup Mode — YC Product Diagnostic
+
+Use this mode when the user is building a startup or doing intrapreneurship.
+
+### Operating Principles
+
+These are non-negotiable. They shape every response in this mode.
+
+**Specificity is the only currency.** Vague answers get pushed. "Enterprises in healthcare" is not a customer. "Everyone needs this" means you can't find anyone. You need a name, a role, a company, a reason.
+
+**Interest is not demand.** Waitlists, signups, "that's interesting" ... none of it counts. Behavior counts. Money counts. Panic when it breaks counts. A customer calling you when your service goes down for 20 minutes... that's demand.
+
+**The user's words beat the founder's pitch.** There is almost always a gap between what the founder says the product does and what users say it does. The user's version is the truth.
+
+**Watch, don't demo.** Guided walkthroughs teach you nothing about real usage. Sitting behind someone while they struggle teaches you everything.
+
+**The status quo is your real competitor.** Not the other startup, not the big company... the cobbled-together spreadsheet-and-Slack-messages workaround your user is already living with.
+
+**Narrow beats wide, early.** The smallest version someone will pay real money for this week is more valuable than the full platform vision. Wedge first. Expand from strength.
+
+### Response Posture
+
+- **Be direct to the point of discomfort.** Comfort means you haven't pushed hard enough. Your job is diagnosis, not encouragement.
+- **Push once, then push again.** The first answer to any question is usually the polished version. The real answer comes after the second or third push.
+- **Calibrated acknowledgment, not praise.** When a founder gives a specific, evidence-based answer, name what was good and pivot to a harder question.
+- **Name common failure patterns.** If you recognize "solution in search of a problem," "hypothetical users," "waiting to launch until it's perfect" ... name it directly.
+- **End with the assignment.** Every session should produce one concrete thing the founder should do next. Not a strategy... an action.
+
+### Anti-Sycophancy Rules
+
+**Never say these during the diagnostic:**
+- "That's an interesting approach" ... take a position instead
+- "There are many ways to think about this" ... pick one and state what evidence would change your mind
+- "You might want to consider..." ... say "This is wrong because..." or "This works because..."
+- "That could work" ... say whether it WILL work based on the evidence you have
+- "I can see why you'd think that" ... if they're wrong, say they're wrong and why
+
+**Always do:**
+- Take a position on every answer. State your position AND what evidence would change it.
+- Challenge the strongest version of the founder's claim, not a strawman.
+
+### Pushback Patterns
+
+**Vague market → force specificity**
+- Founder: "I'm building an AI tool for developers"
+- BAD: "That's a big market! Let's explore what kind of tool."
+- GOOD: "There are 10,000 AI developer tools right now. What specific task does a specific developer currently waste 2+ hours on per week that your tool eliminates? Name the person."
+
+**Social proof → demand test**
+- Founder: "Everyone I've talked to loves the idea"
+- BAD: "That's encouraging! Who specifically have you talked to?"
+- GOOD: "Loving an idea is free. Has anyone offered to pay? Has anyone asked when it ships? Has anyone gotten angry when your prototype broke? Love is not demand."
+
+**Platform vision → wedge challenge**
+- Founder: "We need to build the full platform before anyone can really use it"
+- BAD: "What would a stripped-down version look like?"
+- GOOD: "That's a red flag. If no one can get value from a smaller version, it usually means the value proposition isn't clear yet. What's the one thing a user would pay for this week?"
+
+**Growth stats → vision test**
+- Founder: "The market is growing 20% year over year"
+- BAD: "That's a strong tailwind."
+- GOOD: "Growth rate is not a vision. Every competitor can cite the same stat. What's YOUR thesis about how this market changes in a way that makes YOUR product more essential?"
+
+**Undefined terms → precision demand**
+- Founder: "We want to make onboarding more seamless"
+- BAD: "What does your current onboarding flow look like?"
+- GOOD: "'Seamless' is not a product feature. What specific step in onboarding causes users to drop off? What's the drop-off rate? Have you watched someone go through it?"
+
+### The Six Forcing Questions
+
+Ask these questions **ONE AT A TIME**. Push on each one until the answer is specific, evidence-based, and uncomfortable.
+
+**Smart routing based on product stage:**
+- Pre-product → Q1, Q2, Q3
+- Has users → Q2, Q4, Q5
+- Has paying customers → Q4, Q5, Q6
+- Pure engineering/infra → Q2, Q4 only
+
+**Intrapreneurship adaptation:** For internal projects, reframe Q4 as "what's the smallest demo that gets your VP/sponsor to greenlight the project?" and Q6 as "does this survive a reorg?"
+
+#### Q1: Demand Reality
+
+**Ask:** "What's the strongest evidence you have that someone actually wants this... not 'is interested,' not 'signed up for a waitlist,' but would be genuinely upset if it disappeared tomorrow?"
+
+**Push until you hear:** Specific behavior. Someone paying. Someone expanding usage. Someone building their workflow around it.
+
+**Red flags:** "People say it's interesting." "We got 500 waitlist signups." "VCs are excited about the space."
+
+#### Q2: Status Quo
+
+**Ask:** "What are your users doing right now to solve this problem... even badly? What does that workaround cost them?"
+
+**Push until you hear:** A specific workflow. Hours spent. Dollars wasted. Tools duct-taped together.
+
+**Red flags:** "Nothing... there's no solution." If truly nothing exists and no one is doing anything, the problem probably isn't painful enough.
+
+#### Q3: Desperate Specificity
+
+**Ask:** "Name the actual human who needs this most. What's their title? What gets them promoted? What gets them fired? What keeps them up at night?"
+
+**Push until you hear:** A name. A role. A specific consequence they face.
+
+**Red flags:** Category-level answers. "Healthcare enterprises." "SMBs." "Marketing teams." You can't email a category.
+
+#### Q4: Narrowest Wedge
+
+**Ask:** "What's the smallest possible version of this that someone would pay real money for... this week, not after you build the platform?"
+
+**Push until you hear:** One feature. One workflow. Something they could ship in days, not months.
+
+**Red flags:** "We need to build the full platform before anyone can really use it."
+
+#### Q5: Observation & Surprise
+
+**Ask:** "Have you actually sat down and watched someone use this without helping them? What did they do that surprised you?"
+
+**Push until you hear:** A specific surprise. Something the user did that contradicted the founder's assumptions.
+
+**Red flags:** "We sent out a survey." "We did some demo calls." "Nothing surprising, it's going as expected."
+
+**The gold:** Users doing something the product wasn't designed for. That's often the real product trying to emerge.
+
+#### Q6: Future-Fit
+
+**Ask:** "If the world looks meaningfully different in 3 years... and it will... does your product become more essential or less?"
+
+**Push until you hear:** A specific claim about how their users' world changes and why that change makes their product more valuable.
+
+**Red flags:** "The market is growing 20% per year." Growth rate is not a vision.
+
+**Smart-skip:** If the user's answers to earlier questions already cover a later question, skip it.
+
+**STOP** after each question. Wait for the response before asking the next.
+
+**Escape hatch:** If the user expresses impatience, ask the 2 most critical remaining questions, then proceed to Phase 3.
+
+---
+
+## Phase 2B: Builder Mode — Design Partner
+
+Use this mode when the user is building for fun, learning, hacking on open source, at a hackathon, or doing research.
+
+### Operating Principles
+
+1. **Delight is the currency** ... what makes someone say "whoa"?
+2. **Ship something you can show people.** The best version of anything is the one that exists.
+3. **The best side projects solve your own problem.** If you're building it for yourself, trust that instinct.
+4. **Explore before you optimize.** Try the weird idea first. Polish later.
+
+### Response Posture
+
+- **Enthusiastic, opinionated collaborator.** Riff on their ideas. Get excited about what's exciting.
+- **Help them find the most exciting version of their idea.**
+- **Suggest cool things they might not have thought of.**
+- **End with concrete build steps, not business validation tasks.**
+
+### Questions (generative, not interrogative)
+
+Ask these **ONE AT A TIME**:
+
+- **What's the coolest version of this?** What would make it genuinely delightful?
+- **Who would you show this to?** What would make them say "whoa"?
+- **What's the fastest path to something you can actually use or share?**
+- **What existing thing is closest to this, and how is yours different?**
+- **What would you add if you had unlimited time?** What's the 10x version?
+
+**STOP** after each question. Wait for the response before asking the next.
+
+**If the vibe shifts mid-session** ... the user starts in builder mode but says "actually I think this could be a real company" ... upgrade to Startup mode naturally.
+
+---
+
+## Phase 3: Premise Challenge
+
+Before proposing solutions, challenge the premises:
+
+1. **Is this the right problem?** Could a different framing yield a dramatically simpler or more impactful solution?
+2. **What happens if we do nothing?** Real pain point or hypothetical one?
+3. **What existing code already partially solves this?** Map existing patterns, utilities, and flows that could be reused.
+4. **Startup mode only:** Synthesize the diagnostic evidence from Phase 2A. Does it support this direction?
+
+Output premises as clear statements the user must agree with:
+
+> **PREMISES:**
+> 1. [statement] ... agree/disagree?
+> 2. [statement] ... agree/disagree?
+> 3. [statement] ... agree/disagree?
+
+Ask the user to confirm. If they disagree with a premise, revise understanding and loop back.
+
+---
+
+## Phase 4: Alternatives Generation (MANDATORY)
+
+Produce 2-3 distinct implementation approaches. This is NOT optional.
+
+For each approach:
+
+> **APPROACH A: [Name]**
+> Summary: [1-2 sentences]
+> Effort: [S/M/L/XL]
+> Risk: [Low/Med/High]
+> Pros: [2-3 bullets]
+> Cons: [2-3 bullets]
+> Reuses: [existing code/patterns leveraged]
+
+Rules:
+- At least 2 approaches required. 3 preferred for non-trivial designs.
+- One must be the **"minimal viable"** (fewest files, smallest diff, ships fastest).
+- One must be the **"ideal architecture"** (best long-term trajectory, most elegant).
+
+**RECOMMENDATION:** Choose [X] because [one-line reason].
+
+Ask the user which approach to proceed with. Do NOT proceed without their approval.
+
+---
+
+## Phase 4.5: Founder Signal Synthesis
+
+Before writing the design doc, track which of these signals appeared during the session:
+- Articulated a **real problem** someone actually has (not hypothetical)
+- Named **specific users** (people, not categories)
+- **Pushed back** on premises (conviction, not compliance)
+- Their project solves a problem **other people need**
+- Has **domain expertise** ... knows this space from the inside
+- Showed **taste** ... cared about getting the details right
+- Showed **agency** ... actually building, not just planning
+
+Count the signals for the closing message.
+
+---
+
+## Phase 5: Design Doc
+
+Write the design document and save it to memory.
+
+### Startup mode design doc template:
+
+> **Design: {title}**
+>
+> Generated by office-hours on {date}
+> Status: DRAFT
+> Mode: Startup
+>
+> **Problem Statement** ... from Phase 2A
+>
+> **Demand Evidence** ... from Q1, specific quotes, numbers, behaviors
+>
+> **Status Quo** ... from Q2, concrete current workflow
+>
+> **Target User & Narrowest Wedge** ... from Q3 + Q4
+>
+> **Premises** ... from Phase 3
+>
+> **Approaches Considered** ... from Phase 4
+>
+> **Recommended Approach** ... chosen approach with rationale
+>
+> **Open Questions** ... unresolved questions
+>
+> **Success Criteria** ... measurable criteria
+>
+> **Dependencies** ... blockers, prerequisites
+>
+> **The Assignment** ... one concrete real-world action the founder should take next
+>
+> **What I noticed** ... observational reflections referencing specific things the user said
+
+### Builder mode design doc template:
+
+> **Design: {title}**
+>
+> Generated by office-hours on {date}
+> Status: DRAFT
+> Mode: Builder
+>
+> **Problem Statement** ... from Phase 2B
+>
+> **What Makes This Cool** ... the core delight or "whoa" factor
+>
+> **Premises** ... from Phase 3
+>
+> **Approaches Considered** ... from Phase 4
+>
+> **Recommended Approach** ... chosen approach with rationale
+>
+> **Open Questions** ... unresolved questions
+>
+> **Next Steps** ... concrete build tasks, what to implement first, second, third
+>
+> **What I noticed** ... observational reflections referencing specific things the user said
+
+Save the design doc to `memory/` so future sessions can reference it.
+
+Present the design doc to the user and ask: Approve, Revise, or Start over?
+
+---
+
+## Phase 6: Closing
+
+Once the design doc is approved, deliver the closing.
+
+### Signal Reflection
+
+One paragraph that weaves specific session callbacks. Reference actual things the user said... quote their words back to them.
+
+**Anti-slop rule:**
+- GOOD: "You didn't say 'small businesses'... you said 'Sarah, the ops manager at a 50-person logistics company.' That specificity is rare."
+- BAD: "You showed great specificity in identifying your target user."
+
+### Garry's Note
+
+**3+ strong signals:** "A personal note from Garry Tan, the creator of GStack: what you just experienced is about 10% of the value you'd get working with a YC partner at Y Combinator. The other 90% is the network of founders, the batch pressure, and a partner who pushes you every single week. GStack thinks you are among the top people who could do this. ycombinator.com/apply"
+
+**1-2 signals:** "You're building something real. If you keep going and find that people actually need this, please consider applying to Y Combinator. ycombinator.com/apply"
+
+**Everyone:** "The skills you're demonstrating... taste, ambition, agency... those are exactly the traits we look for in YC founders. A single person with AI can now build what used to take a team of 20. If you ever feel that pull, please consider applying to Y Combinator. ycombinator.com/apply"
+
+---
+
+## Important Rules
+
+- **Never start implementation.** This skill produces design docs, not code.
+- **Questions ONE AT A TIME.** Never batch multiple questions.
+- **The assignment is mandatory.** Every session ends with a concrete real-world action.
+- **If user provides a fully formed plan:** Skip Phase 2 but still run Phase 3 (Premise Challenge) and Phase 4 (Alternatives).
diff --git a/openclaw/skills/gstack-openclaw-retro/SKILL.md b/openclaw/skills/gstack-openclaw-retro/SKILL.md
new file mode 100644
index 00000000..5d1b10a3
--- /dev/null
+++ b/openclaw/skills/gstack-openclaw-retro/SKILL.md
@@ -0,0 +1,301 @@
+---
+name: gstack-openclaw-retro
+description: Weekly engineering retrospective. Analyzes commit history, work patterns, and code quality metrics with persistent history and trend tracking. Team-aware with per-person contributions, praise, and growth areas. Use when asked for weekly retro, what shipped this week, or engineering retrospective.
+version: 1.0.0
+metadata: { "openclaw": { "emoji": "📊" } }
+---
+
+# Weekly Engineering Retrospective
+
+Generates a comprehensive engineering retrospective analyzing commit history, work patterns, and code quality metrics. Team-aware: identifies the user running the command, then analyzes every contributor with per-person praise and growth opportunities.
+
+## Arguments
+
+- Default: last 7 days
+- `24h`: last 24 hours
+- `14d`: last 14 days
+- `30d`: last 30 days
+- `compare`: compare current window vs prior same-length window
+
+## Instructions
+
+Parse the argument to determine the time window. Default to 7 days. All times should be reported in the user's **local timezone**.
+
+**Midnight-aligned windows:** For day units, compute an absolute start date at local midnight. For example, if today is 2026-03-18 and the window is 7 days, the start date is 2026-03-11. Use `--since="2026-03-11T00:00:00"` for git log queries. For hour units, use `--since="N hours ago"`.
+
+---
+
+### Step 1: Gather Raw Data
+
+First, fetch origin and identify the current user:
+
+```bash
+git fetch origin main --quiet
+git config user.name
+git config user.email
+```
+
+The name returned by `git config user.name` is **"you"** ... the person reading this retro. All other authors are teammates.
+
+Run ALL of these git commands (they are independent):
+
+```bash
+# All commits with timestamps, subject, hash, author, files changed
+git log origin/main --since="<window>" --format="%H|%aN|%ae|%ai|%s" --shortstat
+
+# Per-commit test vs total LOC breakdown with author
+git log origin/main --since="<window>" --format="COMMIT:%H|%aN" --numstat
+
+# Commit timestamps for session detection and hourly distribution
+git log origin/main --since="<window>" --format="%at|%aN|%ai|%s" | sort -n
+
+# Files most frequently changed (hotspot analysis)
+git log origin/main --since="<window>" --format="" --name-only | grep -v '^$' | sort | uniq -c | sort -rn
+
+# PR numbers from commit messages
+git log origin/main --since="<window>" --format="%s" | grep -oE '[#!][0-9]+' | sort -t'#' -k1 | uniq
+
+# Per-author file hotspots
+git log origin/main --since="<window>" --format="AUTHOR:%aN" --name-only
+
+# Per-author commit counts
+git shortlog origin/main --since="<window>" -sn --no-merges
+
+# Test file count
+find . -name '*.test.*' -o -name '*.spec.*' -o -name '*_test.*' -o -name '*_spec.*' 2>/dev/null | grep -v node_modules | wc -l
+
+# Test files changed in window
+git log origin/main --since="<window>" --format="" --name-only | grep -E '\.(test|spec)\.' | sort -u | wc -l
+```
+
+---
+
+### Step 2: Compute Metrics
+
+Calculate and present these metrics in a summary:
+
+- **Commits to main:** N
+- **Contributors:** N
+- **PRs merged:** N
+- **Total insertions:** N
+- **Total deletions:** N
+- **Net LOC added:** N
+- **Test LOC (insertions):** N
+- **Test LOC ratio:** N%
+- **Version range:** vX.Y.Z → vX.Y.Z
+- **Active days:** N
+- **Detected sessions:** N
+- **Avg LOC/session-hour:** N
+
+Then show a **per-author leaderboard** immediately below:
+
+```
+Contributor         Commits   +/-          Top area
+You (garry)              32   +2400/-300   browse/
+alice                    12   +800/-150    app/services/
+bob                       3   +120/-40     tests/
+```
+
+Sort by commits descending. The current user always appears first, labeled "You (name)".
+
+---
+
+### Step 3: Commit Time Distribution
+
+Show hourly histogram in local time:
+
+```
+Hour  Commits  ████████████████
+ 00:    4      ████
+ 07:    5      █████
+ ...
+```
+
+Identify:
+- Peak hours
+- Dead zones
+- Bimodal pattern (morning/evening) vs continuous
+- Late-night coding clusters (after 10pm)
+
+---
+
+### Step 4: Work Session Detection
+
+Detect sessions using **45-minute gap** threshold between consecutive commits.
+
+Classify sessions:
+- **Deep sessions** (50+ min)
+- **Medium sessions** (20-50 min)
+- **Micro sessions** (<20 min, single-commit)
+
+Calculate:
+- Total active coding time
+- Average session length
+- LOC per hour of active time
+
+---
+
+### Step 5: Commit Type Breakdown
+
+Categorize by conventional commit prefix (feat/fix/refactor/test/chore/docs). Show as percentage bar:
+
+```
+feat:     20  (40%)  ████████████████████
+fix:      27  (54%)  ███████████████████████████
+refactor:  2  ( 4%)  ██
+```
+
+Flag if fix ratio exceeds 50% ... signals a "ship fast, fix fast" pattern that may indicate review gaps.
+
+---
+
+### Step 6: Hotspot Analysis
+
+Show top 10 most-changed files. Flag:
+- Files changed 5+ times (churn hotspots)
+- Test files vs production files in the hotspot list
+- VERSION/CHANGELOG frequency
+
+---
+
+### Step 7: PR Size Distribution
+
+Estimate PR sizes and bucket them:
+- **Small** (<100 LOC)
+- **Medium** (100-500 LOC)
+- **Large** (500-1500 LOC)
+- **XL** (1500+ LOC)
+
+---
+
+### Step 8: Focus Score + Ship of the Week
+
+**Focus score:** Percentage of commits touching the single most-changed top-level directory. Higher = deeper focused work. Lower = scattered context-switching.
+
+**Ship of the week:** The single highest-LOC PR in the window. Highlight PR number, LOC changed, and why it matters.
+
+---
+
+### Step 9: Team Member Analysis
+
+For each contributor (including the current user), compute:
+
+1. **Commits and LOC** ... total commits, insertions, deletions, net LOC
+2. **Areas of focus** ... which directories/files they touched most (top 3)
+3. **Commit type mix** ... their personal feat/fix/refactor/test breakdown
+4. **Session patterns** ... when they code (peak hours), session count
+5. **Test discipline** ... their personal test LOC ratio
+6. **Biggest ship** ... their single highest-impact commit or PR
+
+**For the current user ("You"):** Deepest treatment. Include all session analysis, time patterns, focus score. Frame in first person.
+
+**For each teammate:** 2-3 sentences covering what they shipped and their pattern. Then:
+
+- **Praise** (1-2 specific things): Anchor in actual commits. Not "great work" ... say exactly what was good.
+- **Opportunity for growth** (1 specific thing): Frame as leveling-up, not criticism. Anchor in actual data.
+
+**If solo repo:** Skip team breakdown.
+
+**AI collaboration:** If commits have `Co-Authored-By` AI trailers, track "AI-assisted commits" as a separate metric.
+
+---
+
+### Step 10: Week-over-Week Trends (if window >= 14d)
+
+Split into weekly buckets and show trends:
+- Commits per week (total and per-author)
+- LOC per week
+- Test ratio per week
+- Fix ratio per week
+- Session count per week
+
+---
+
+### Step 11: Streak Tracking
+
+Count consecutive days with at least 1 commit, going back from today:
+
+```bash
+# Team streak
+git log origin/main --format="%ad" --date=format:"%Y-%m-%d" | sort -u
+
+# Personal streak
+git log origin/main --author="<user_name>" --format="%ad" --date=format:"%Y-%m-%d" | sort -u
+```
+
+Display both:
+- "Team shipping streak: 47 consecutive days"
+- "Your shipping streak: 32 consecutive days"
+
+---
+
+### Step 12: Load History & Compare
+
+Check for prior retro history in `memory/`:
+
+If prior retros exist, load the most recent one and calculate deltas:
+
+```
+                    Last        Now         Delta
+Test ratio:         22%    →    41%         ↑19pp
+Sessions:           10     →    14          ↑4
+LOC/hour:           200    →    350         ↑75%
+Fix ratio:          54%    →    30%         ↓24pp (improving)
+```
+
+If no prior retros exist, note "First retro recorded, run again next week to see trends."
+
+---
+
+### Step 13: Save Retro History
+
+Save a JSON snapshot to `memory/retro-YYYY-MM-DD.json` with metrics, authors, version range, streak, and tweetable summary.
+
+---
+
+### Step 14: Write the Narrative
+
+**Format for Telegram** (bullets, bold, no markdown tables in the final output).
+
+Structure:
+
+**Tweetable summary** (first line):
+> Week of Mar 1: 47 commits (3 contributors), 3.2k LOC, 38% tests, 12 PRs, peak: 10pm | Streak: 47d
+
+Then sections:
+
+- **Summary** ... key metrics
+- **Trends vs Last Retro** ... deltas (skip if first retro)
+- **Time & Session Patterns** ... when the team codes, session lengths, deep vs micro
+- **Shipping Velocity** ... commit types, PR sizes, fix-chain detection
+- **Code Quality Signals** ... test ratio, hotspots, churn
+- **Focus & Highlights** ... focus score, ship of the week
+- **Your Week** ... personal deep-dive for the current user
+- **Team Breakdown** ... per-teammate analysis with praise + growth (skip if solo)
+- **Top 3 Team Wins** ... highest-impact things shipped
+- **3 Things to Improve** ... specific, actionable, anchored in commits
+- **3 Habits for Next Week** ... small, practical, realistic (<5 min to adopt)
+
+---
+
+## Compare Mode
+
+When the user says "compare":
+- Run the retro for the current window
+- Run the retro for the prior same-length window
+- Present side-by-side metrics with arrows showing improvement/regression
+- Brief narrative on biggest changes
+
+---
+
+## Important Rules
+
+- **All times in local timezone.** Never set `TZ`.
+- **Format for Telegram.** Use bullets and bold. Avoid markdown tables in the final output.
+- **Praise anchored in commits.** Never say "great work" without naming what was good.
+- **Growth areas anchored in data.** Never criticize without evidence.
+- **Save history.** Every retro saves to `memory/` for trend tracking.
+- **Completion status:**
+  - DONE ... retro generated, history saved
+  - DONE_WITH_CONCERNS ... generated but missing data (e.g., no prior retros for comparison)
+  - BLOCKED ... not in a git repo or no commits in window
diff --git a/plan-ceo-review/SKILL.md b/plan-ceo-review/SKILL.md
index 13efd748..78e87f4d 100644
--- a/plan-ceo-review/SKILL.md
+++ b/plan-ceo-review/SKILL.md
@@ -95,6 +95,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -253,6 +255,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/plan-design-review/SKILL.md b/plan-design-review/SKILL.md
index 32298f4e..bc9a1d16 100644
--- a/plan-design-review/SKILL.md
+++ b/plan-design-review/SKILL.md
@@ -93,6 +93,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -251,6 +253,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/plan-devex-review/SKILL.md b/plan-devex-review/SKILL.md
index f234cf69..56a51ba2 100644
--- a/plan-devex-review/SKILL.md
+++ b/plan-devex-review/SKILL.md
@@ -97,6 +97,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -255,6 +257,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/plan-eng-review/SKILL.md b/plan-eng-review/SKILL.md
index 00956f4e..93f71bd7 100644
--- a/plan-eng-review/SKILL.md
+++ b/plan-eng-review/SKILL.md
@@ -95,6 +95,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -253,6 +255,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/qa-only/SKILL.md b/qa-only/SKILL.md
index 8ad0c2cf..f1eeedff 100644
--- a/qa-only/SKILL.md
+++ b/qa-only/SKILL.md
@@ -91,6 +91,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -249,6 +251,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/qa/SKILL.md b/qa/SKILL.md
index 4c3e59ed..edb475c9 100644
--- a/qa/SKILL.md
+++ b/qa/SKILL.md
@@ -97,6 +97,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -255,6 +257,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/retro/SKILL.md b/retro/SKILL.md
index a3c17e95..b2f43419 100644
--- a/retro/SKILL.md
+++ b/retro/SKILL.md
@@ -90,6 +90,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -248,6 +250,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/review/SKILL.md b/review/SKILL.md
index 4f3ad34a..9e2965db 100644
--- a/review/SKILL.md
+++ b/review/SKILL.md
@@ -93,6 +93,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -251,6 +253,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
@@ -932,7 +941,9 @@ STACK=""
 [ -f go.mod ] && STACK="${STACK}go "
 [ -f Cargo.toml ] && STACK="${STACK}rust "
 echo "STACK: ${STACK:-unknown}"
-DIFF_LINES=$(git diff origin/<base> --stat | tail -1 | grep -oE '[0-9]+ insertion' | grep -oE '[0-9]+' || echo "0")
+DIFF_INS=$(git diff origin/<base> --stat | tail -1 | grep -oE '[0-9]+ insertion' | grep -oE '[0-9]+' || echo "0")
+DIFF_DEL=$(git diff origin/<base> --stat | tail -1 | grep -oE '[0-9]+ deletion' | grep -oE '[0-9]+' || echo "0")
+DIFF_LINES=$((DIFF_INS + DIFF_DEL))
 echo "DIFF_LINES: $DIFF_LINES"
 # Detect test framework for specialist test stub generation
 TEST_FW=""
diff --git a/review/SKILL.md.tmpl b/review/SKILL.md.tmpl
index e09d7154..9ccb1ec2 100644
--- a/review/SKILL.md.tmpl
+++ b/review/SKILL.md.tmpl
@@ -103,39 +103,7 @@ Follow the output format specified in the checklist. Respect the suppressions 
 
 **Every finding gets action — not just critical ones.**
 
-### Step 5.0: Cross-review finding dedup
-
-Before classifying findings, check if any were previously skipped by the user in a prior review on this branch.
-
-```bash
-~/.claude/skills/gstack/bin/gstack-review-read
-```
-
-Parse the output: only lines BEFORE `---CONFIG---` are JSONL entries (the output also contains `---CONFIG---` and `---HEAD---` footer sections that are not JSONL — ignore those).
-
-For each JSONL entry that has a `findings` array:
-1. Collect all fingerprints where `action: "skipped"`
-2. Note the `commit` field from that entry
-
-If skipped fingerprints exist, get the list of files changed since that review:
-
-```bash
-git diff --name-only <prior-review-commit> HEAD
-```
-
-For each current finding (from both Step 4 critical pass and Step 4.5-4.6 specialists), check:
-- Does its fingerprint match a previously skipped finding?
-- Is the finding's file path NOT in the changed-files set?
-
-If both conditions are true: suppress the finding. It was intentionally skipped and the relevant code hasn't changed.
-
-Print: "Suppressed N findings from prior reviews (previously skipped by user)"
-
-**Only suppress `skipped` findings — never `fixed` or `auto-fixed`** (those might regress and should be re-checked).
-
-If no prior reviews exist or none have a `findings` array, skip this step silently.
-
-Output a summary header: `Pre-Landing Review: N issues (X critical, Y informational)`
+{{CROSS_REVIEW_DEDUP}}
 
 ### Step 5a: Classify each finding
 
diff --git a/scripts/gen-skill-docs.ts b/scripts/gen-skill-docs.ts
index 3ecd9d56..4da9203f 100644
--- a/scripts/gen-skill-docs.ts
+++ b/scripts/gen-skill-docs.ts
@@ -507,11 +507,16 @@ for (const currentHost of hostsToRun) {
     let hasChanges = false;
     const tokenBudget: Array<{ skill: string; lines: number; tokens: number }> = [];
 
+    const currentHostConfig = getHostConfig(currentHost);
     for (const tmplPath of findTemplates()) {
-      // Skip skills listed in host config's generation.skipSkills
-      const currentHostConfig = getHostConfig(currentHost);
+      const dir = path.basename(path.dirname(tmplPath));
+
+      // includeSkills allowlist (union logic: include minus skip)
+      if (currentHostConfig.generation.includeSkills?.length) {
+        if (!currentHostConfig.generation.includeSkills.includes(dir)) continue;
+      }
+      // skipSkills denylist (subtracts from includeSkills or full set)
       if (currentHostConfig.generation.skipSkills?.length) {
-        const dir = path.basename(path.dirname(tmplPath));
         if (currentHostConfig.generation.skipSkills.includes(dir)) continue;
       }
 
@@ -539,6 +544,68 @@ for (const currentHost of hostsToRun) {
       tokenBudget.push({ skill: relOutput, lines, tokens });
     }
 
+    // Generate gstack-lite and gstack-full for OpenClaw host
+    if (currentHost === 'openclaw' && !DRY_RUN) {
+      const openclawDir = path.join(ROOT, 'openclaw');
+      if (!fs.existsSync(openclawDir)) fs.mkdirSync(openclawDir, { recursive: true });
+
+      const gstackLite = `# gstack-lite Planning Discipline
+
+Injected by the orchestrator into spawned Claude Code sessions. Append to existing CLAUDE.md.
+
+## Planning Discipline
+1. Read every file you will modify. Understand existing patterns first.
+2. Before writing code, state your plan: what, why, which files, test case, risk.
+3. When ambiguous, prefer: completeness over shortcuts, existing patterns over new ones,
+   reversible choices over irreversible ones, safe defaults over clever ones.
+4. Self-review your changes before reporting done. Check for: missed files, broken
+   imports, untested paths, style inconsistencies.
+5. Report when done: what shipped, what decisions you made, anything uncertain.
+`;
+      fs.writeFileSync(path.join(openclawDir, 'gstack-lite-CLAUDE.md'), gstackLite);
+      console.log('GENERATED: openclaw/gstack-lite-CLAUDE.md');
+
+      const gstackFull = `# gstack-full Pipeline
+
+Injected by the orchestrator for complete feature builds. Append to existing CLAUDE.md.
+
+## Full Pipeline
+1. Read CLAUDE.md and understand the project context.
+2. Run /autoplan to review your approach (CEO + eng + design review pipeline).
+3. Implement the approved plan. Follow the planning discipline above.
+4. Run /ship to create a PR with tests, changelog, and version bump.
+5. Report back: PR URL, what shipped, decisions made, anything uncertain.
+
+Do not ask for human input until the PR is ready for review.
+`;
+      fs.writeFileSync(path.join(openclawDir, 'gstack-full-CLAUDE.md'), gstackFull);
+      console.log('GENERATED: openclaw/gstack-full-CLAUDE.md');
+
+      const gstackPlan = `# gstack-plan: Full Review Gauntlet
+
+Injected by the orchestrator when the user wants to plan a Claude Code project.
+Append to existing CLAUDE.md.
+
+## Planning Pipeline
+1. Read CLAUDE.md and understand the project context.
+2. Run /office-hours to produce a design doc (problem statement, premises, alternatives).
+3. Run /autoplan to review the design (CEO + eng + design + DX reviews + codex adversarial).
+4. Save the final reviewed plan to a file the orchestrator can reference later.
+   Write it to: plans/<project-slug>-plan-<date>.md in the current repo.
+   Include the design doc, all review decisions, and the implementation sequence.
+5. Report back to the orchestrator:
+   - Plan file path
+   - One-paragraph summary of what was designed and the key decisions
+   - List of accepted scope expansions (if any)
+   - Recommended next step (usually: spawn a new session with gstack-full to implement)
+
+Do not implement anything. This is planning only.
+The orchestrator will persist the plan link to its own memory/knowledge store.
+`;
+      fs.writeFileSync(path.join(openclawDir, 'gstack-plan-CLAUDE.md'), gstackPlan);
+      console.log('GENERATED: openclaw/gstack-plan-CLAUDE.md');
+    }
+
     if (DRY_RUN && hasChanges) {
       console.error(`\nGenerated SKILL.md files are stale (${currentHost} host). Run: bun run gen:skill-docs --host ${currentHost}`);
       if (HOST_ARG_VAL !== 'all') process.exit(1);
diff --git a/scripts/host-config.ts b/scripts/host-config.ts
index 240fb0d4..4421c4a7 100644
--- a/scripts/host-config.ts
+++ b/scripts/host-config.ts
@@ -62,6 +62,8 @@ export interface HostConfig {
     metadataFormat?: string | null;
     /** Skill directories to exclude from generation for this host. */
     skipSkills?: string[];
+    /** Skill directories to include (allowlist). Union logic: include minus skip. */
+    includeSkills?: string[];
   };
 
   // --- Content Rewrites ---
diff --git a/scripts/resolvers/index.ts b/scripts/resolvers/index.ts
index a13e7b6b..072b1a3d 100644
--- a/scripts/resolvers/index.ts
+++ b/scripts/resolvers/index.ts
@@ -11,7 +11,7 @@ import { generateTestFailureTriage } from './preamble';
 import { generateCommandReference, generateSnapshotFlags, generateBrowseSetup } from './browse';
 import { generateDesignMethodology, generateDesignHardRules, generateDesignOutsideVoices, generateDesignReviewLite, generateDesignSketch, generateDesignSetup, generateDesignMockup, generateDesignShotgunLoop } from './design';
 import { generateTestBootstrap, generateTestCoverageAuditPlan, generateTestCoverageAuditShip, generateTestCoverageAuditReview } from './testing';
-import { generateReviewDashboard, generatePlanFileReviewReport, generateSpecReviewLoop, generateBenefitsFrom, generateCodexSecondOpinion, generateAdversarialStep, generateCodexPlanReview, generatePlanCompletionAuditShip, generatePlanCompletionAuditReview, generatePlanVerificationExec, generateScopeDrift } from './review';
+import { generateReviewDashboard, generatePlanFileReviewReport, generateSpecReviewLoop, generateBenefitsFrom, generateCodexSecondOpinion, generateAdversarialStep, generateCodexPlanReview, generatePlanCompletionAuditShip, generatePlanCompletionAuditReview, generatePlanVerificationExec, generateScopeDrift, generateCrossReviewDedup } from './review';
 import { generateSlugEval, generateSlugSetup, generateBaseBranchDetect, generateDeployBootstrap, generateQAMethodology, generateCoAuthorTrailer, generateChangelogWorkflow } from './utility';
 import { generateLearningsSearch, generateLearningsLog } from './learnings';
 import { generateConfidenceCalibration } from './confidence';
@@ -60,5 +60,6 @@ export const RESOLVERS: Record<string, ResolverFn> = {
   INVOKE_SKILL: generateInvokeSkill,
   CHANGELOG_WORKFLOW: generateChangelogWorkflow,
   REVIEW_ARMY: generateReviewArmy,
+  CROSS_REVIEW_DEDUP: generateCrossReviewDedup,
   DX_FRAMEWORK: generateDxFramework,
 };
diff --git a/scripts/resolvers/preamble.ts b/scripts/resolvers/preamble.ts
index 5db714f8..bacbc0f0 100644
--- a/scripts/resolvers/preamble.ts
+++ b/scripts/resolvers/preamble.ts
@@ -97,6 +97,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 \`\`\``;
 }
 
@@ -268,6 +270,15 @@ touch ~/.gstack/.vendoring-warned-\${SLUG:-unknown}
 This only happens once per project. If the marker file exists, skip entirely.`;
 }
 
+function generateSpawnedSessionCheck(): string {
+  return `If \`SPAWNED_SESSION\` is \`"true"\`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.`;
+}
+
 function generateAskUserFormat(_ctx: TemplateContext): string {
   return `## AskUserQuestion Format
 
@@ -718,6 +729,7 @@ export function generatePreamble(ctx: TemplateContext): string {
     generateProactivePrompt(ctx),
     generateRoutingInjection(ctx),
     generateVendoringDeprecation(ctx),
+    generateSpawnedSessionCheck(),
     generateVoiceDirective(tier),
     ...(tier >= 2 ? [generateContextRecovery(ctx), generateAskUserFormat(ctx), generateCompletenessSection()] : []),
     ...(tier >= 3 ? [generateRepoModeSection(), generateSearchBeforeBuildingSection(ctx)] : []),
diff --git a/scripts/resolvers/review-army.ts b/scripts/resolvers/review-army.ts
index cb35b9e7..1240b839 100644
--- a/scripts/resolvers/review-army.ts
+++ b/scripts/resolvers/review-army.ts
@@ -12,7 +12,11 @@
 import type { TemplateContext } from './types';
 
 function generateSpecialistSelection(ctx: TemplateContext): string {
-  return `## Step 4.5: Review Army — Specialist Dispatch
+  const isShip = ctx.skillName === 'ship';
+  const stepSel = isShip ? '3.55' : '4.5';
+  const stepMerge = isShip ? '3.56' : '4.6';
+  const nextStep = isShip ? 'the Fix-First flow (item 4)' : 'Step 5';
+  return `## Step ${stepSel}: Review Army — Specialist Dispatch
 
 ### Detect stack and scope
 
@@ -26,7 +30,9 @@ STACK=""
 [ -f go.mod ] && STACK="\${STACK}go "
 [ -f Cargo.toml ] && STACK="\${STACK}rust "
 echo "STACK: \${STACK:-unknown}"
-DIFF_LINES=$(git diff origin/<base> --stat | tail -1 | grep -oE '[0-9]+ insertion' | grep -oE '[0-9]+' || echo "0")
+DIFF_INS=$(git diff origin/<base> --stat | tail -1 | grep -oE '[0-9]+ insertion' | grep -oE '[0-9]+' || echo "0")
+DIFF_DEL=$(git diff origin/<base> --stat | tail -1 | grep -oE '[0-9]+ deletion' | grep -oE '[0-9]+' || echo "0")
+DIFF_LINES=$((DIFF_INS + DIFF_DEL))
 echo "DIFF_LINES: $DIFF_LINES"
 # Detect test framework for specialist test stub generation
 TEST_FW=""
@@ -52,7 +58,7 @@ Based on the scope signals above, select which specialists to dispatch.
 1. **Testing** — read \`${ctx.paths.skillRoot}/review/specialists/testing.md\`
 2. **Maintainability** — read \`${ctx.paths.skillRoot}/review/specialists/maintainability.md\`
 
-**If DIFF_LINES < 50:** Skip all specialists. Print: "Small diff ($DIFF_LINES lines) — specialists skipped." Continue to Step 5.
+**If DIFF_LINES < 50:** Skip all specialists. Print: "Small diff ($DIFF_LINES lines) — specialists skipped." Continue to ${nextStep}.
 
 **Conditional (dispatch if the matching scope signal is true):**
 3. **Security** — if SCOPE_AUTH=true, OR if SCOPE_BACKEND=true AND DIFF_LINES > 100. Read \`${ctx.paths.skillRoot}/review/specialists/security.md\`
@@ -126,8 +132,14 @@ CHECKLIST:
 - If any specialist subagent fails or times out, log the failure and continue with results from successful specialists. Specialists are additive — partial results are better than no results.`;
 }
 
-function generateFindingsMerge(_ctx: TemplateContext): string {
-  return `### Step 4.6: Collect and merge findings
+function generateFindingsMerge(ctx: TemplateContext): string {
+  const isShip = ctx.skillName === 'ship';
+  const stepMerge = isShip ? '3.56' : '4.6';
+  const stepSel = isShip ? '3.55' : '4.5';
+  const fixFirstRef = isShip ? 'the Fix-First flow (item 4)' : 'Step 5 Fix-First';
+  const critPassRef = isShip ? 'the checklist pass (Step 3.5)' : 'the CRITICAL pass findings from Step 4';
+  const persistRef = isShip ? 'the review-log persist' : 'the review-log entry in Step 5.8';
+  return `### Step ${stepMerge}: Collect and merge findings
 
 After all specialist subagents complete, collect their outputs.
 
@@ -173,11 +185,11 @@ SPECIALIST REVIEW: N findings (X critical, Y informational) from Z specialists
 PR Quality Score: X/10
 \`\`\`
 
-These findings flow into Step 5 Fix-First alongside the CRITICAL pass findings from Step 4.
+These findings flow into ${fixFirstRef} alongside ${critPassRef}.
 The Fix-First heuristic applies identically — specialist findings follow the same AUTO-FIX vs ASK classification.
 
 **Compile per-specialist stats:**
-After merging findings, compile a \`specialists\` object for the review-log entry in Step 5.8.
+After merging findings, compile a \`specialists\` object for ${persistRef}.
 For each specialist (testing, maintainability, security, performance, data-migration, api-contract, design, red-team):
 - If dispatched: \`{"dispatched": true, "findings": N, "critical": N, "informational": N}\`
 - If skipped by scope: \`{"dispatched": false, "reason": "scope"}\`
@@ -189,6 +201,9 @@ Remember these stats — you will need them for the review-log entry in Step 5.8
 }
 
 function generateRedTeam(ctx: TemplateContext): string {
+  const isShip = ctx.skillName === 'ship';
+  const stepMerge = isShip ? '3.56' : '4.6';
+  const fixFirstRef = isShip ? 'the Fix-First flow (item 4)' : 'Step 5 Fix-First';
   return `### Red Team dispatch (conditional)
 
 **Activation:** Only if DIFF_LINES > 200 OR any specialist produced a CRITICAL finding.
@@ -197,7 +212,7 @@ If activated, dispatch one more subagent via the Agent tool (foreground, not bac
 
 The Red Team subagent receives:
 1. The red-team checklist from \`${ctx.paths.skillRoot}/review/specialists/red-team.md\`
-2. The merged specialist findings from Step 4.6 (so it knows what was already caught)
+2. The merged specialist findings from Step ${stepMerge} (so it knows what was already caught)
 3. The git diff command
 
 Prompt: "You are a red team reviewer. The code has already been reviewed by N specialists
@@ -208,7 +223,7 @@ concerns, integration boundary issues, and failure modes that specialist checkli
 don't cover."
 
 If the Red Team finds additional issues, merge them into the findings list before
-Step 5 Fix-First. Red Team findings are tagged with \`"specialist":"red-team"\`.
+${fixFirstRef}. Red Team findings are tagged with \`"specialist":"red-team"\`.
 
 If the Red Team returns NO FINDINGS, note: "Red Team review: no additional issues found."
 If the Red Team subagent fails or times out, skip silently and continue.`;
diff --git a/scripts/resolvers/review.ts b/scripts/resolvers/review.ts
index bfe600b6..cbc8053c 100644
--- a/scripts/resolvers/review.ts
+++ b/scripts/resolvers/review.ts
@@ -975,3 +975,47 @@ Add a \`## Verification Results\` section to the PR body (Step 8):
 - If verification ran: summary of results (N PASS, M FAIL, K SKIPPED)
 - If skipped: reason for skipping (no plan, no server, no verification section)`;
 }
+
+// ─── Cross-Review Finding Dedup ──────────────────────────────────────
+
+export function generateCrossReviewDedup(ctx: TemplateContext): string {
+  const isShip = ctx.skillName === 'ship';
+  const stepNum = isShip ? '3.57' : '5.0';
+  const findingsRef = isShip
+    ? 'the checklist pass (Step 3.5) and specialist review (Step 3.55-3.56)'
+    : 'Step 4 critical pass and Step 4.5-4.6 specialists';
+
+  return `### Step ${stepNum}: Cross-review finding dedup
+
+Before classifying findings, check if any were previously skipped by the user in a prior review on this branch.
+
+\`\`\`bash
+~/.claude/skills/gstack/bin/gstack-review-read
+\`\`\`
+
+Parse the output: only lines BEFORE \`---CONFIG---\` are JSONL entries (the output also contains \`---CONFIG---\` and \`---HEAD---\` footer sections that are not JSONL — ignore those).
+
+For each JSONL entry that has a \`findings\` array:
+1. Collect all fingerprints where \`action: "skipped"\`
+2. Note the \`commit\` field from that entry
+
+If skipped fingerprints exist, get the list of files changed since that review:
+
+\`\`\`bash
+git diff --name-only <prior-review-commit> HEAD
+\`\`\`
+
+For each current finding (from both ${findingsRef}), check:
+- Does its fingerprint match a previously skipped finding?
+- Is the finding's file path NOT in the changed-files set?
+
+If both conditions are true: suppress the finding. It was intentionally skipped and the relevant code hasn't changed.
+
+Print: "Suppressed N findings from prior reviews (previously skipped by user)"
+
+**Only suppress \`skipped\` findings — never \`fixed\` or \`auto-fixed\`** (those might regress and should be re-checked).
+
+If no prior reviews exist or none have a \`findings\` array, skip this step silently.
+
+Output a summary header: \`Pre-Landing Review: N issues (X critical, Y informational)\``;
+}
diff --git a/setup b/setup
index e720f671..65da9496 100755
--- a/setup
+++ b/setup
@@ -55,7 +55,19 @@ done
 
 case "$HOST" in
   claude|codex|kiro|factory|auto) ;;
-  *) echo "Unknown --host value: $HOST (expected claude, codex, kiro, factory, or auto)" >&2; exit 1 ;;
+  openclaw)
+    echo ""
+    echo "OpenClaw integration uses a different model — OpenClaw spawns Claude Code"
+    echo "sessions natively via ACP. gstack provides methodology artifacts, not a"
+    echo "full skill installation."
+    echo ""
+    echo "To integrate gstack with OpenClaw:"
+    echo "  1. Tell your OpenClaw agent: 'install gstack for openclaw'"
+    echo "  2. Or generate artifacts: bun run gen:skill-docs --host openclaw"
+    echo "  3. See docs/OPENCLAW.md for the full architecture"
+    echo ""
+    exit 0 ;;
+  *) echo "Unknown --host value: $HOST (expected claude, codex, kiro, factory, openclaw, or auto)" >&2; exit 1 ;;
 esac
 
 # ─── Resolve skill prefix preference ─────────────────────────
diff --git a/setup-browser-cookies/SKILL.md b/setup-browser-cookies/SKILL.md
index db608234..8a369d0e 100644
--- a/setup-browser-cookies/SKILL.md
+++ b/setup-browser-cookies/SKILL.md
@@ -87,6 +87,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -245,6 +247,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 **Tone:** direct, concrete, sharp, never corporate, never academic. Sound like a builder, not a consultant. Name the file, the function, the command. No filler, no throat-clearing.
diff --git a/setup-deploy/SKILL.md b/setup-deploy/SKILL.md
index 06c55330..41ba613e 100644
--- a/setup-deploy/SKILL.md
+++ b/setup-deploy/SKILL.md
@@ -93,6 +93,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -251,6 +253,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
diff --git a/ship/SKILL.md b/ship/SKILL.md
index e1384af5..f3bfd626 100644
--- a/ship/SKILL.md
+++ b/ship/SKILL.md
@@ -94,6 +94,8 @@ if [ -d ".claude/skills/gstack" ] && [ ! -L ".claude/skills/gstack" ]; then
   fi
 fi
 echo "VENDORED_GSTACK: $_VENDORED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -252,6 +254,13 @@ touch ~/.gstack/.vendoring-warned-${SLUG:-unknown}
 
 This only happens once per project. If the marker file exists, skip entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
@@ -611,6 +620,16 @@ You are running the `/ship` workflow. This is a **non-interactive, fully automat
 - Auto-fixable review findings (dead code, N+1, stale comments — fixed automatically)
 - Test coverage gaps within target threshold (auto-generate and commit, or flag in PR body)
 
+**Re-run behavior (idempotency):**
+Re-running `/ship` means "run the whole checklist again." Every verification step
+(tests, coverage audit, plan completion, pre-landing review, adversarial review,
+VERSION/CHANGELOG check, TODOS, document-release) runs on every invocation.
+Only *actions* are idempotent:
+- Step 4: If VERSION already bumped, skip the bump but still read the version
+- Step 7: If already pushed, skip the push command
+- Step 8: If PR exists, update the body instead of creating a new PR
+Never skip a verification step because a prior `/ship` run already performed it.
+
 ---
 
 ## Step 1: Pre-flight
@@ -1689,7 +1708,244 @@ Present Codex output under a `CODEX (design):` header, merged with the checklist
 
    Include any design findings alongside the code review findings. They follow the same Fix-First flow below.
 
-4. **Classify each finding as AUTO-FIX or ASK** per the Fix-First Heuristic in
+## Step 3.55: Review Army — Specialist Dispatch
+
+### Detect stack and scope
+
+```bash
+source <(~/.claude/skills/gstack/bin/gstack-diff-scope <base> 2>/dev/null) || true
+# Detect stack for specialist context
+STACK=""
+[ -f Gemfile ] && STACK="${STACK}ruby "
+[ -f package.json ] && STACK="${STACK}node "
+[ -f requirements.txt ] || [ -f pyproject.toml ] && STACK="${STACK}python "
+[ -f go.mod ] && STACK="${STACK}go "
+[ -f Cargo.toml ] && STACK="${STACK}rust "
+echo "STACK: ${STACK:-unknown}"
+DIFF_INS=$(git diff origin/<base> --stat | tail -1 | grep -oE '[0-9]+ insertion' | grep -oE '[0-9]+' || echo "0")
+DIFF_DEL=$(git diff origin/<base> --stat | tail -1 | grep -oE '[0-9]+ deletion' | grep -oE '[0-9]+' || echo "0")
+DIFF_LINES=$((DIFF_INS + DIFF_DEL))
+echo "DIFF_LINES: $DIFF_LINES"
+# Detect test framework for specialist test stub generation
+TEST_FW=""
+{ [ -f jest.config.ts ] || [ -f jest.config.js ]; } && TEST_FW="jest"
+[ -f vitest.config.ts ] && TEST_FW="vitest"
+{ [ -f spec/spec_helper.rb ] || [ -f .rspec ]; } && TEST_FW="rspec"
+{ [ -f pytest.ini ] || [ -f conftest.py ]; } && TEST_FW="pytest"
+[ -f go.mod ] && TEST_FW="go-test"
+echo "TEST_FW: ${TEST_FW:-unknown}"
+```
+
+### Read specialist hit rates (adaptive gating)
+
+```bash
+~/.claude/skills/gstack/bin/gstack-specialist-stats 2>/dev/null || true
+```
+
+### Select specialists
+
+Based on the scope signals above, select which specialists to dispatch.
+
+**Always-on (dispatch on every review with 50+ changed lines):**
+1. **Testing** — read `~/.claude/skills/gstack/review/specialists/testing.md`
+2. **Maintainability** — read `~/.claude/skills/gstack/review/specialists/maintainability.md`
+
+**If DIFF_LINES < 50:** Skip all specialists. Print: "Small diff ($DIFF_LINES lines) — specialists skipped." Continue to the Fix-First flow (item 4).
+
+**Conditional (dispatch if the matching scope signal is true):**
+3. **Security** — if SCOPE_AUTH=true, OR if SCOPE_BACKEND=true AND DIFF_LINES > 100. Read `~/.claude/skills/gstack/review/specialists/security.md`
+4. **Performance** — if SCOPE_BACKEND=true OR SCOPE_FRONTEND=true. Read `~/.claude/skills/gstack/review/specialists/performance.md`
+5. **Data Migration** — if SCOPE_MIGRATIONS=true. Read `~/.claude/skills/gstack/review/specialists/data-migration.md`
+6. **API Contract** — if SCOPE_API=true. Read `~/.claude/skills/gstack/review/specialists/api-contract.md`
+7. **Design** — if SCOPE_FRONTEND=true. Use the existing design review checklist at `~/.claude/skills/gstack/review/design-checklist.md`
+
+### Adaptive gating
+
+After scope-based selection, apply adaptive gating based on specialist hit rates:
+
+For each conditional specialist that passed scope gating, check the `gstack-specialist-stats` output above:
+- If tagged `[GATE_CANDIDATE]` (0 findings in 10+ dispatches): skip it. Print: "[specialist] auto-gated (0 findings in N reviews)."
+- If tagged `[NEVER_GATE]`: always dispatch regardless of hit rate. Security and data-migration are insurance policy specialists — they should run even when silent.
+
+**Force flags:** If the user's prompt includes `--security`, `--performance`, `--testing`, `--maintainability`, `--data-migration`, `--api-contract`, `--design`, or `--all-specialists`, force-include that specialist regardless of gating.
+
+Note which specialists were selected, gated, and skipped. Print the selection:
+"Dispatching N specialists: [names]. Skipped: [names] (scope not detected). Gated: [names] (0 findings in N+ reviews)."
+
+---
+
+### Dispatch specialists in parallel
+
+For each selected specialist, launch an independent subagent via the Agent tool.
+**Launch ALL selected specialists in a single message** (multiple Agent tool calls)
+so they run in parallel. Each subagent has fresh context — no prior review bias.
+
+**Each specialist subagent prompt:**
+
+Construct the prompt for each specialist. The prompt includes:
+
+1. The specialist's checklist content (you already read the file above)
+2. Stack context: "This is a {STACK} project."
+3. Past learnings for this domain (if any exist):
+
+```bash
+~/.claude/skills/gstack/bin/gstack-learnings-search --type pitfall --query "{specialist domain}" --limit 5 2>/dev/null || true
+```
+
+If learnings are found, include them: "Past learnings for this domain: {learnings}"
+
+4. Instructions:
+
+"You are a specialist code reviewer. Read the checklist below, then run
+`git diff origin/<base>` to get the full diff. Apply the checklist against the diff.
+
+For each finding, output a JSON object on its own line:
+{\"severity\":\"CRITICAL|INFORMATIONAL\",\"confidence\":N,\"path\":\"file\",\"line\":N,\"category\":\"category\",\"summary\":\"description\",\"fix\":\"recommended fix\",\"fingerprint\":\"path:line:category\",\"specialist\":\"name\"}
+
+Required fields: severity, confidence, path, category, summary, specialist.
+Optional: line, fix, fingerprint, evidence, test_stub.
+
+If you can write a test that would catch this issue, include it in the `test_stub` field.
+Use the detected test framework ({TEST_FW}). Write a minimal skeleton — describe/it/test
+blocks with clear intent. Skip test_stub for architectural or design-only findings.
+
+If no findings: output `NO FINDINGS` and nothing else.
+Do not output anything else — no preamble, no summary, no commentary.
+
+Stack context: {STACK}
+Past learnings: {learnings or 'none'}
+
+CHECKLIST:
+{checklist content}"
+
+**Subagent configuration:**
+- Use `subagent_type: "general-purpose"`
+- Do NOT use `run_in_background` — all specialists must complete before merge
+- If any specialist subagent fails or times out, log the failure and continue with results from successful specialists. Specialists are additive — partial results are better than no results.
+
+---
+
+### Step 3.56: Collect and merge findings
+
+After all specialist subagents complete, collect their outputs.
+
+**Parse findings:**
+For each specialist's output:
+1. If output is "NO FINDINGS" — skip, this specialist found nothing
+2. Otherwise, parse each line as a JSON object. Skip lines that are not valid JSON.
+3. Collect all parsed findings into a single list, tagged with their specialist name.
+
+**Fingerprint and deduplicate:**
+For each finding, compute its fingerprint:
+- If `fingerprint` field is present, use it
+- Otherwise: `{path}:{line}:{category}` (if line is present) or `{path}:{category}`
+
+Group findings by fingerprint. For findings sharing the same fingerprint:
+- Keep the finding with the highest confidence score
+- Tag it: "MULTI-SPECIALIST CONFIRMED ({specialist1} + {specialist2})"
+- Boost confidence by +1 (cap at 10)
+- Note the confirming specialists in the output
+
+**Apply confidence gates:**
+- Confidence 7+: show normally in the findings output
+- Confidence 5-6: show with caveat "Medium confidence — verify this is actually an issue"
+- Confidence 3-4: move to appendix (suppress from main findings)
+- Confidence 1-2: suppress entirely
+
+**Compute PR Quality Score:**
+After merging, compute the quality score:
+`quality_score = max(0, 10 - (critical_count * 2 + informational_count * 0.5))`
+Cap at 10. Log this in the review result at the end.
+
+**Output merged findings:**
+Present the merged findings in the same format as the current review:
+
+```
+SPECIALIST REVIEW: N findings (X critical, Y informational) from Z specialists
+
+[For each finding, in order: CRITICAL first, then INFORMATIONAL, sorted by confidence descending]
+[SEVERITY] (confidence: N/10, specialist: name) path:line — summary
+  Fix: recommended fix
+  [If MULTI-SPECIALIST CONFIRMED: show confirmation note]
+
+PR Quality Score: X/10
+```
+
+These findings flow into the Fix-First flow (item 4) alongside the checklist pass (Step 3.5).
+The Fix-First heuristic applies identically — specialist findings follow the same AUTO-FIX vs ASK classification.
+
+**Compile per-specialist stats:**
+After merging findings, compile a `specialists` object for the review-log persist.
+For each specialist (testing, maintainability, security, performance, data-migration, api-contract, design, red-team):
+- If dispatched: `{"dispatched": true, "findings": N, "critical": N, "informational": N}`
+- If skipped by scope: `{"dispatched": false, "reason": "scope"}`
+- If skipped by gating: `{"dispatched": false, "reason": "gated"}`
+- If not applicable (e.g., red-team not activated): omit from the object
+
+Include the Design specialist even though it uses `design-checklist.md` instead of the specialist schema files.
+Remember these stats — you will need them for the review-log entry in Step 5.8.
+
+---
+
+### Red Team dispatch (conditional)
+
+**Activation:** Only if DIFF_LINES > 200 OR any specialist produced a CRITICAL finding.
+
+If activated, dispatch one more subagent via the Agent tool (foreground, not background).
+
+The Red Team subagent receives:
+1. The red-team checklist from `~/.claude/skills/gstack/review/specialists/red-team.md`
+2. The merged specialist findings from Step 3.56 (so it knows what was already caught)
+3. The git diff command
+
+Prompt: "You are a red team reviewer. The code has already been reviewed by N specialists
+who found the following issues: {merged findings summary}. Your job is to find what they
+MISSED. Read the checklist, run `git diff origin/<base>`, and look for gaps.
+Output findings as JSON objects (same schema as the specialists). Focus on cross-cutting
+concerns, integration boundary issues, and failure modes that specialist checklists
+don't cover."
+
+If the Red Team finds additional issues, merge them into the findings list before
+the Fix-First flow (item 4). Red Team findings are tagged with `"specialist":"red-team"`.
+
+If the Red Team returns NO FINDINGS, note: "Red Team review: no additional issues found."
+If the Red Team subagent fails or times out, skip silently and continue.
+
+### Step 3.57: Cross-review finding dedup
+
+Before classifying findings, check if any were previously skipped by the user in a prior review on this branch.
+
+```bash
+~/.claude/skills/gstack/bin/gstack-review-read
+```
+
+Parse the output: only lines BEFORE `---CONFIG---` are JSONL entries (the output also contains `---CONFIG---` and `---HEAD---` footer sections that are not JSONL — ignore those).
+
+For each JSONL entry that has a `findings` array:
+1. Collect all fingerprints where `action: "skipped"`
+2. Note the `commit` field from that entry
+
+If skipped fingerprints exist, get the list of files changed since that review:
+
+```bash
+git diff --name-only <prior-review-commit> HEAD
+```
+
+For each current finding (from both the checklist pass (Step 3.5) and specialist review (Step 3.55-3.56)), check:
+- Does its fingerprint match a previously skipped finding?
+- Is the finding's file path NOT in the changed-files set?
+
+If both conditions are true: suppress the finding. It was intentionally skipped and the relevant code hasn't changed.
+
+Print: "Suppressed N findings from prior reviews (previously skipped by user)"
+
+**Only suppress `skipped` findings — never `fixed` or `auto-fixed`** (those might regress and should be re-checked).
+
+If no prior reviews exist or none have a `findings` array, skip this step silently.
+
+Output a summary header: `Pre-Landing Review: N issues (X critical, Y informational)`
+
+4. **Classify each finding from both the checklist pass and specialist review (Step 3.55-3.56) as AUTO-FIX or ASK** per the Fix-First Heuristic in
    checklist.md. Critical findings lean toward ASK; informational lean toward AUTO-FIX.
 
 5. **Auto-fix all AUTO-FIX items.** Apply each fix. Output one line per fix:
@@ -1711,10 +1967,13 @@ Present Codex output under a `CODEX (design):` header, merged with the checklist
 
 9. Persist the review result to the review log:
 ```bash
-~/.claude/skills/gstack/bin/gstack-review-log '{"skill":"review","timestamp":"TIMESTAMP","status":"STATUS","issues_found":N,"critical":N,"informational":N,"commit":"'"$(git rev-parse --short HEAD)"'","via":"ship"}'
+~/.claude/skills/gstack/bin/gstack-review-log '{"skill":"review","timestamp":"TIMESTAMP","status":"STATUS","issues_found":N,"critical":N,"informational":N,"quality_score":SCORE,"specialists":SPECIALISTS_JSON,"findings":FINDINGS_JSON,"commit":"'"$(git rev-parse --short HEAD)"'","via":"ship"}'
 ```
 Substitute TIMESTAMP (ISO 8601), STATUS ("clean" if no issues, "issues_found" otherwise),
 and N values from the summary counts above. The `via:"ship"` distinguishes from standalone `/review` runs.
+- `quality_score` = the PR Quality Score computed in Step 3.56 (e.g., 7.5). If specialists were skipped (small diff), use `10.0`
+- `specialists` = the per-specialist stats object compiled in Step 3.56. Each specialist that was considered gets an entry: `{"dispatched":true/false,"findings":N,"critical":N,"informational":N}` if dispatched, or `{"dispatched":false,"reason":"scope|gated"}` if skipped. Example: `{"testing":{"dispatched":true,"findings":2,"critical":0,"informational":2},"security":{"dispatched":false,"reason":"scope"}}`
+- `findings` = array of per-finding records. For each finding (from checklist pass and specialists), include: `{"fingerprint":"path:line:category","severity":"CRITICAL|INFORMATIONAL","action":"ACTION"}`. ACTION is `"auto-fixed"`, `"fixed"` (user approved), or `"skipped"` (user chose Skip).
 
 Save the review output — it goes into the PR body in Step 8.
 
@@ -1920,7 +2179,7 @@ echo "BASE: $BASE_VERSION  HEAD: $CURRENT_VERSION"
 if [ "$CURRENT_VERSION" != "$BASE_VERSION" ]; then echo "ALREADY_BUMPED"; fi
 ```
 
-If output shows `ALREADY_BUMPED`, VERSION was already bumped on this branch (prior `/ship` run). Skip the rest of Step 4 and use the current VERSION. Otherwise proceed with the bump.
+If output shows `ALREADY_BUMPED`, VERSION was already bumped on this branch (prior `/ship` run). Skip the bump action (do not modify VERSION), but read the current VERSION value — it is needed for CHANGELOG and PR body. Continue to the next step. Otherwise proceed with the bump.
 
 1. Read the current `VERSION` file (4-digit format: `MAJOR.MINOR.PATCH.MICRO`)
 
@@ -2111,7 +2370,7 @@ echo "LOCAL: $LOCAL  REMOTE: $REMOTE"
 [ "$LOCAL" = "$REMOTE" ] && echo "ALREADY_PUSHED" || echo "PUSH_NEEDED"
 ```
 
-If `ALREADY_PUSHED`, skip the push. Otherwise push with upstream tracking:
+If `ALREADY_PUSHED`, skip the push but continue to Step 8. Otherwise push with upstream tracking:
 
 ```bash
 git push -u origin <branch-name>
@@ -2133,7 +2392,7 @@ gh pr view --json url,number,state -q 'if .state == "OPEN" then "PR #\(.number):
 glab mr view -F json 2>/dev/null | jq -r 'if .state == "opened" then "MR_EXISTS" else "NO_MR" end' 2>/dev/null || echo "NO_MR"
 ```
 
-If an **open** PR/MR already exists: **update** the PR body with the latest test results, coverage, and review findings using `gh pr edit --body "..."` (GitHub) or `glab mr update -d "..."` (GitLab). Print the existing URL and continue to Step 8.5.
+If an **open** PR/MR already exists: **update** the PR body using `gh pr edit --body "..."` (GitHub) or `glab mr update -d "..."` (GitLab). Always regenerate the PR body from scratch using this run's fresh results (test output, coverage audit, review findings, adversarial review, TODOS summary). Never reuse stale PR body content from a prior run. Print the existing URL and continue to Step 8.5.
 
 If no PR/MR exists: create a pull request (GitHub) or merge request (GitLab) using the platform detected in Step 0.
 
@@ -2238,6 +2497,8 @@ execute its full workflow:
 This step is automatic. Do not ask the user for confirmation. The goal is zero-friction
 doc updates — the user runs `/ship` and documentation stays current without a separate command.
 
+If Step 8.5 created a docs commit, re-edit the PR/MR body to include the latest commit SHA in the summary. This ensures the PR body reflects the truly final state after document-release.
+
 ---
 
 ## Step 8.75: Persist ship metrics
diff --git a/ship/SKILL.md.tmpl b/ship/SKILL.md.tmpl
index de2ee4b9..76e4873d 100644
--- a/ship/SKILL.md.tmpl
+++ b/ship/SKILL.md.tmpl
@@ -52,6 +52,16 @@ You are running the `/ship` workflow. This is a **non-interactive, fully automat
 - Auto-fixable review findings (dead code, N+1, stale comments — fixed automatically)
 - Test coverage gaps within target threshold (auto-generate and commit, or flag in PR body)
 
+**Re-run behavior (idempotency):**
+Re-running `/ship` means "run the whole checklist again." Every verification step
+(tests, coverage audit, plan completion, pre-landing review, adversarial review,
+VERSION/CHANGELOG check, TODOS, document-release) runs on every invocation.
+Only *actions* are idempotent:
+- Step 4: If VERSION already bumped, skip the bump but still read the version
+- Step 7: If already pushed, skip the push command
+- Step 8: If PR exists, update the body instead of creating a new PR
+Never skip a verification step because a prior `/ship` run already performed it.
+
 ---
 
 ## Step 1: Pre-flight
@@ -254,7 +264,11 @@ Review the diff for structural issues that tests don't catch.
 
    Include any design findings alongside the code review findings. They follow the same Fix-First flow below.
 
-4. **Classify each finding as AUTO-FIX or ASK** per the Fix-First Heuristic in
+{{REVIEW_ARMY}}
+
+{{CROSS_REVIEW_DEDUP}}
+
+4. **Classify each finding from both the checklist pass and specialist review (Step 3.55-3.56) as AUTO-FIX or ASK** per the Fix-First Heuristic in
    checklist.md. Critical findings lean toward ASK; informational lean toward AUTO-FIX.
 
 5. **Auto-fix all AUTO-FIX items.** Apply each fix. Output one line per fix:
@@ -276,10 +290,13 @@ Review the diff for structural issues that tests don't catch.
 
 9. Persist the review result to the review log:
 ```bash
-~/.claude/skills/gstack/bin/gstack-review-log '{"skill":"review","timestamp":"TIMESTAMP","status":"STATUS","issues_found":N,"critical":N,"informational":N,"commit":"'"$(git rev-parse --short HEAD)"'","via":"ship"}'
+~/.claude/skills/gstack/bin/gstack-review-log '{"skill":"review","timestamp":"TIMESTAMP","status":"STATUS","issues_found":N,"critical":N,"informational":N,"quality_score":SCORE,"specialists":SPECIALISTS_JSON,"findings":FINDINGS_JSON,"commit":"'"$(git rev-parse --short HEAD)"'","via":"ship"}'
 ```
 Substitute TIMESTAMP (ISO 8601), STATUS ("clean" if no issues, "issues_found" otherwise),
 and N values from the summary counts above. The `via:"ship"` distinguishes from standalone `/review` runs.
+- `quality_score` = the PR Quality Score computed in Step 3.56 (e.g., 7.5). If specialists were skipped (small diff), use `10.0`
+- `specialists` = the per-specialist stats object compiled in Step 3.56. Each specialist that was considered gets an entry: `{"dispatched":true/false,"findings":N,"critical":N,"informational":N}` if dispatched, or `{"dispatched":false,"reason":"scope|gated"}` if skipped. Example: `{"testing":{"dispatched":true,"findings":2,"critical":0,"informational":2},"security":{"dispatched":false,"reason":"scope"}}`
+- `findings` = array of per-finding records. For each finding (from checklist pass and specialists), include: `{"fingerprint":"path:line:category","severity":"CRITICAL|INFORMATIONAL","action":"ACTION"}`. ACTION is `"auto-fixed"`, `"fixed"` (user approved), or `"skipped"` (user chose Skip).
 
 Save the review output — it goes into the PR body in Step 8.
 
@@ -339,7 +356,7 @@ echo "BASE: $BASE_VERSION  HEAD: $CURRENT_VERSION"
 if [ "$CURRENT_VERSION" != "$BASE_VERSION" ]; then echo "ALREADY_BUMPED"; fi
 ```
 
-If output shows `ALREADY_BUMPED`, VERSION was already bumped on this branch (prior `/ship` run). Skip the rest of Step 4 and use the current VERSION. Otherwise proceed with the bump.
+If output shows `ALREADY_BUMPED`, VERSION was already bumped on this branch (prior `/ship` run). Skip the bump action (do not modify VERSION), but read the current VERSION value — it is needed for CHANGELOG and PR body. Continue to the next step. Otherwise proceed with the bump.
 
 1. Read the current `VERSION` file (4-digit format: `MAJOR.MINOR.PATCH.MICRO`)
 
@@ -490,7 +507,7 @@ echo "LOCAL: $LOCAL  REMOTE: $REMOTE"
 [ "$LOCAL" = "$REMOTE" ] && echo "ALREADY_PUSHED" || echo "PUSH_NEEDED"
 ```
 
-If `ALREADY_PUSHED`, skip the push. Otherwise push with upstream tracking:
+If `ALREADY_PUSHED`, skip the push but continue to Step 8. Otherwise push with upstream tracking:
 
 ```bash
 git push -u origin <branch-name>
@@ -512,7 +529,7 @@ gh pr view --json url,number,state -q 'if .state == "OPEN" then "PR #\(.number):
 glab mr view -F json 2>/dev/null | jq -r 'if .state == "opened" then "MR_EXISTS" else "NO_MR" end' 2>/dev/null || echo "NO_MR"
 ```
 
-If an **open** PR/MR already exists: **update** the PR body with the latest test results, coverage, and review findings using `gh pr edit --body "..."` (GitHub) or `glab mr update -d "..."` (GitLab). Print the existing URL and continue to Step 8.5.
+If an **open** PR/MR already exists: **update** the PR body using `gh pr edit --body "..."` (GitHub) or `glab mr update -d "..."` (GitLab). Always regenerate the PR body from scratch using this run's fresh results (test output, coverage audit, review findings, adversarial review, TODOS summary). Never reuse stale PR body content from a prior run. Print the existing URL and continue to Step 8.5.
 
 If no PR/MR exists: create a pull request (GitHub) or merge request (GitLab) using the platform detected in Step 0.
 
@@ -617,6 +634,8 @@ execute its full workflow:
 This step is automatic. Do not ask the user for confirmation. The goal is zero-friction
 doc updates — the user runs `/ship` and documentation stays current without a separate command.
 
+If Step 8.5 created a docs commit, re-edit the PR/MR body to include the latest commit SHA in the summary. This ensures the PR body reflects the truly final state after document-release.
+
 ---
 
 ## Step 8.75: Persist ship metrics
diff --git a/test/fixtures/golden/claude-ship-SKILL.md b/test/fixtures/golden/claude-ship-SKILL.md
index 4886ea03..34cfaa7b 100644
--- a/test/fixtures/golden/claude-ship-SKILL.md
+++ b/test/fixtures/golden/claude-ship-SKILL.md
@@ -86,6 +86,8 @@ fi
 _ROUTING_DECLINED=$(~/.claude/skills/gstack/bin/gstack-config get routing_declined 2>/dev/null || echo "false")
 echo "HAS_ROUTING: $_HAS_ROUTING"
 echo "ROUTING_DECLINED: $_ROUTING_DECLINED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -212,6 +214,13 @@ Say "No problem. You can add routing rules later by running `gstack-config set r
 
 This only happens once per project. If `HAS_ROUTING` is `yes` or `ROUTING_DECLINED` is `true`, skip this entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
@@ -443,6 +452,31 @@ artifacts that inform the plan, not code changes:
 These are read-only in spirit — they inspect the live site, generate visual artifacts,
 or get independent opinions. They do NOT modify project source files.
 
+## Skill Invocation During Plan Mode
+
+If a user invokes a skill during plan mode, that invoked skill workflow takes
+precedence over generic plan mode behavior until it finishes or the user explicitly
+cancels that skill.
+
+Treat the loaded skill as executable instructions, not reference material. Follow
+it step by step. Do not summarize, skip, reorder, or shortcut its steps.
+
+If the skill says to use AskUserQuestion, do that. Those AskUserQuestion calls
+satisfy plan mode's requirement to end turns with AskUserQuestion.
+
+If the skill reaches a STOP point, stop immediately at that point, ask the required
+question if any, and wait for the user's response. Do not continue the workflow
+past a STOP point, and do not call ExitPlanMode at that point.
+
+If the skill includes commands marked "PLAN MODE EXCEPTION — ALWAYS RUN," execute
+them. The skill may edit the plan file, and other writes are allowed only if they
+are already permitted by Plan Mode Safe Operations or explicitly marked as a plan
+mode exception.
+
+Only call ExitPlanMode after the active skill workflow is complete and there are no
+other invoked skill workflows left to run, or if the user explicitly tells you to
+cancel the skill or leave plan mode.
+
 ## Plan Status Footer
 
 When you are in plan mode and about to call ExitPlanMode:
diff --git a/test/fixtures/golden/codex-ship-SKILL.md b/test/fixtures/golden/codex-ship-SKILL.md
index 6331b650..ec0116f0 100644
--- a/test/fixtures/golden/codex-ship-SKILL.md
+++ b/test/fixtures/golden/codex-ship-SKILL.md
@@ -80,6 +80,8 @@ fi
 _ROUTING_DECLINED=$($GSTACK_BIN/gstack-config get routing_declined 2>/dev/null || echo "false")
 echo "HAS_ROUTING: $_HAS_ROUTING"
 echo "ROUTING_DECLINED: $_ROUTING_DECLINED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -206,6 +208,13 @@ Say "No problem. You can add routing rules later by running `gstack-config set r
 
 This only happens once per project. If `HAS_ROUTING` is `yes` or `ROUTING_DECLINED` is `true`, skip this entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
@@ -437,6 +446,31 @@ artifacts that inform the plan, not code changes:
 These are read-only in spirit — they inspect the live site, generate visual artifacts,
 or get independent opinions. They do NOT modify project source files.
 
+## Skill Invocation During Plan Mode
+
+If a user invokes a skill during plan mode, that invoked skill workflow takes
+precedence over generic plan mode behavior until it finishes or the user explicitly
+cancels that skill.
+
+Treat the loaded skill as executable instructions, not reference material. Follow
+it step by step. Do not summarize, skip, reorder, or shortcut its steps.
+
+If the skill says to use AskUserQuestion, do that. Those AskUserQuestion calls
+satisfy plan mode's requirement to end turns with AskUserQuestion.
+
+If the skill reaches a STOP point, stop immediately at that point, ask the required
+question if any, and wait for the user's response. Do not continue the workflow
+past a STOP point, and do not call ExitPlanMode at that point.
+
+If the skill includes commands marked "PLAN MODE EXCEPTION — ALWAYS RUN," execute
+them. The skill may edit the plan file, and other writes are allowed only if they
+are already permitted by Plan Mode Safe Operations or explicitly marked as a plan
+mode exception.
+
+Only call ExitPlanMode after the active skill workflow is complete and there are no
+other invoked skill workflows left to run, or if the user explicitly tells you to
+cancel the skill or leave plan mode.
+
 ## Plan Status Footer
 
 When you are in plan mode and about to call ExitPlanMode:
diff --git a/test/fixtures/golden/factory-ship-SKILL.md b/test/fixtures/golden/factory-ship-SKILL.md
index 04dcfd5c..95f05111 100644
--- a/test/fixtures/golden/factory-ship-SKILL.md
+++ b/test/fixtures/golden/factory-ship-SKILL.md
@@ -82,6 +82,8 @@ fi
 _ROUTING_DECLINED=$($GSTACK_BIN/gstack-config get routing_declined 2>/dev/null || echo "false")
 echo "HAS_ROUTING: $_HAS_ROUTING"
 echo "ROUTING_DECLINED: $_ROUTING_DECLINED"
+# Detect spawned session (OpenClaw or other orchestrator)
+[ -n "$OPENCLAW_SESSION" ] && echo "SPAWNED_SESSION: true" || true
 ```
 
 If `PROACTIVE` is `"false"`, do not proactively suggest gstack skills AND do not
@@ -208,6 +210,13 @@ Say "No problem. You can add routing rules later by running `gstack-config set r
 
 This only happens once per project. If `HAS_ROUTING` is `yes` or `ROUTING_DECLINED` is `true`, skip this entirely.
 
+If `SPAWNED_SESSION` is `"true"`, you are running inside a session spawned by an
+AI orchestrator (e.g., OpenClaw). In spawned sessions:
+- Do NOT use AskUserQuestion for interactive prompts. Auto-choose the recommended option.
+- Do NOT run upgrade checks, telemetry prompts, routing injection, or lake intro.
+- Focus on completing the task and reporting results via prose output.
+- End with a completion report: what shipped, decisions made, anything uncertain.
+
 ## Voice
 
 You are GStack, an open source AI builder framework shaped by Garry Tan's product, startup, and engineering judgment. Encode how he thinks, not his biography.
@@ -439,6 +448,31 @@ artifacts that inform the plan, not code changes:
 These are read-only in spirit — they inspect the live site, generate visual artifacts,
 or get independent opinions. They do NOT modify project source files.
 
+## Skill Invocation During Plan Mode
+
+If a user invokes a skill during plan mode, that invoked skill workflow takes
+precedence over generic plan mode behavior until it finishes or the user explicitly
+cancels that skill.
+
+Treat the loaded skill as executable instructions, not reference material. Follow
+it step by step. Do not summarize, skip, reorder, or shortcut its steps.
+
+If the skill says to use AskUserQuestion, do that. Those AskUserQuestion calls
+satisfy plan mode's requirement to end turns with AskUserQuestion.
+
+If the skill reaches a STOP point, stop immediately at that point, ask the required
+question if any, and wait for the user's response. Do not continue the workflow
+past a STOP point, and do not call ExitPlanMode at that point.
+
+If the skill includes commands marked "PLAN MODE EXCEPTION — ALWAYS RUN," execute
+them. The skill may edit the plan file, and other writes are allowed only if they
+are already permitted by Plan Mode Safe Operations or explicitly marked as a plan
+mode exception.
+
+Only call ExitPlanMode after the active skill workflow is complete and there are no
+other invoked skill workflows left to run, or if the user explicitly tells you to
+cancel the skill or leave plan mode.
+
 ## Plan Status Footer
 
 When you are in plan mode and about to call ExitPlanMode:
diff --git a/test/gen-skill-docs.test.ts b/test/gen-skill-docs.test.ts
index 93c2dfc9..3cf2d043 100644
--- a/test/gen-skill-docs.test.ts
+++ b/test/gen-skill-docs.test.ts
@@ -749,6 +749,22 @@ describe('TEST_COVERAGE_AUDIT placeholders', () => {
       expect(shipSkill).toContain(phrase);
     }
   });
+
+  test('ship SKILL.md contains review army specialist dispatch', () => {
+    expect(shipSkill).toContain('Specialist Dispatch');
+    expect(shipSkill).toContain('Step 3.55');
+    expect(shipSkill).toContain('Step 3.56');
+  });
+
+  test('ship SKILL.md contains cross-review finding dedup', () => {
+    expect(shipSkill).toContain('Cross-review finding dedup');
+    expect(shipSkill).toContain('Step 3.57');
+  });
+
+  test('ship SKILL.md contains re-run idempotency behavior', () => {
+    expect(shipSkill).toContain('Re-run behavior (idempotency)');
+    expect(shipSkill).toContain('Never skip a verification step');
+  });
 });
 
 // --- {{TEST_FAILURE_TRIAGE}} resolver tests ---
diff --git a/test/global-discover.test.ts b/test/global-discover.test.ts
index c8d489f4..e541644c 100644
--- a/test/global-discover.test.ts
+++ b/test/global-discover.test.ts
@@ -131,6 +131,165 @@ describe("gstack-global-discover", () => {
     });
   });
 
+  describe("codex large session_meta parsing", () => {
+    let codexDir: string;
+    let tmpDir: string;
+
+    beforeEach(() => {
+      tmpDir = mkdtempSync(join(tmpdir(), "gstack-codex-test-"));
+      // Build a realistic ~/.codex/sessions/YYYY/MM/DD structure
+      const now = new Date();
+      const y = now.getFullYear().toString();
+      const m = String(now.getMonth() + 1).padStart(2, "0");
+      const d = String(now.getDate()).padStart(2, "0");
+      codexDir = join(tmpDir, "codex-home", "sessions", y, m, d);
+      mkdirSync(codexDir, { recursive: true });
+    });
+
+    afterEach(() => {
+      rmSync(tmpDir, { recursive: true, force: true });
+    });
+
+    function writeCodexSession(
+      dir: string,
+      cwd: string,
+      baseInstructionsSize: number
+    ): string {
+      const padding = "x".repeat(baseInstructionsSize);
+      const line = JSON.stringify({
+        timestamp: new Date().toISOString(),
+        type: "session_meta",
+        payload: {
+          id: `test-${Date.now()}`,
+          timestamp: new Date().toISOString(),
+          cwd,
+          originator: "codex_exec",
+          cli_version: "0.118.0",
+          source: "exec",
+          model_provider: "openai",
+          base_instructions: { text: padding },
+        },
+      });
+      const name = `rollout-${new Date().toISOString().replace(/[:.]/g, "-")}-${Math.random().toString(36).slice(2)}.jsonl`;
+      const filePath = join(dir, name);
+      writeFileSync(filePath, line + "\n");
+      return filePath;
+    }
+
+    test("discovers codex sessions with >4KB session_meta via CLI", () => {
+      // Create a git repo as the session target
+      const repoDir = join(tmpDir, "fake-repo");
+      mkdirSync(repoDir);
+      spawnSync("git", ["init"], { cwd: repoDir, stdio: "pipe" });
+      spawnSync("git", ["commit", "--allow-empty", "-m", "init"], {
+        cwd: repoDir,
+        stdio: "pipe",
+      });
+
+      // Write a session with a 20KB first line (simulates Codex v0.117+)
+      writeCodexSession(codexDir, repoDir, 20000);
+
+      // Run discovery with CODEX_SESSIONS_DIR override
+      const result = spawnSync(
+        "bun",
+        ["run", scriptPath, "--since", "1h", "--format", "json"],
+        {
+          encoding: "utf-8",
+          timeout: 30000,
+          env: {
+            ...process.env,
+            CODEX_SESSIONS_DIR: join(tmpDir, "codex-home", "sessions"),
+          },
+        }
+      );
+
+      expect(result.status).toBe(0);
+      const json = JSON.parse(result.stdout);
+      expect(json.tools.codex.total_sessions).toBeGreaterThanOrEqual(1);
+    });
+
+    test("4KB buffer truncates session_meta, 128KB buffer parses it", () => {
+      const padding = "x".repeat(20000);
+      const sessionMeta = JSON.stringify({
+        timestamp: new Date().toISOString(),
+        type: "session_meta",
+        payload: {
+          id: "test-id",
+          timestamp: new Date().toISOString(),
+          cwd: "/tmp/test-repo",
+          originator: "codex_exec",
+          cli_version: "0.118.0",
+          source: "exec",
+          model_provider: "openai",
+          base_instructions: { text: padding },
+        },
+      });
+
+      expect(sessionMeta.length).toBeGreaterThan(4096);
+
+      const filePath = join(codexDir, "test.jsonl");
+      writeFileSync(filePath, sessionMeta + "\n");
+
+      // 4KB buffer: JSON.parse fails (the old bug)
+      const { openSync, readSync, closeSync } = require("fs");
+      const fd4k = openSync(filePath, "r");
+      const buf4k = Buffer.alloc(4096);
+      readSync(fd4k, buf4k, 0, 4096, 0);
+      closeSync(fd4k);
+      expect(() =>
+        JSON.parse(buf4k.toString("utf-8").split("\n")[0])
+      ).toThrow();
+
+      // 128KB buffer: JSON.parse succeeds (the fix)
+      const fd128k = openSync(filePath, "r");
+      const buf128k = Buffer.alloc(131072);
+      const bytesRead = readSync(fd128k, buf128k, 0, 131072, 0);
+      closeSync(fd128k);
+      const firstLine = buf128k.toString("utf-8", 0, bytesRead).split("\n")[0];
+      const meta = JSON.parse(firstLine);
+      expect(meta.type).toBe("session_meta");
+      expect(meta.payload.cwd).toBe("/tmp/test-repo");
+    });
+
+    test("regression: session_meta beyond 128KB still needs streaming parse", () => {
+      // This test documents the current limitation: 128KB buffer is a heuristic.
+      // If Codex ever embeds >128KB in session_meta, this test will fail,
+      // signaling that the buffer needs to increase or be replaced with streaming.
+      const padding = "x".repeat(140000); // ~140KB payload
+      const sessionMeta = JSON.stringify({
+        timestamp: new Date().toISOString(),
+        type: "session_meta",
+        payload: {
+          id: "test-large",
+          timestamp: new Date().toISOString(),
+          cwd: "/tmp/large-test",
+          originator: "codex_exec",
+          cli_version: "0.200.0",
+          source: "exec",
+          model_provider: "openai",
+          base_instructions: { text: padding },
+        },
+      });
+
+      expect(sessionMeta.length).toBeGreaterThan(131072);
+
+      const filePath = join(codexDir, "large-test.jsonl");
+      writeFileSync(filePath, sessionMeta + "\n");
+
+      // 128KB buffer: JSON.parse FAILS for >128KB lines (current limitation)
+      const { openSync, readSync, closeSync } = require("fs");
+      const fd = openSync(filePath, "r");
+      const buf = Buffer.alloc(131072);
+      readSync(fd, buf, 0, 131072, 0);
+      closeSync(fd);
+      expect(() =>
+        JSON.parse(buf.toString("utf-8").split("\n")[0])
+      ).toThrow();
+      // When this test starts passing (e.g., after implementing streaming parse),
+      // update it to verify correct parsing instead of documenting the limitation.
+    });
+  });
+
   describe("discovery output structure", () => {
     test("repos have required fields", () => {
       const result = spawnSync(
diff --git a/test/host-config.test.ts b/test/host-config.test.ts
index acd6c24a..296b96f5 100644
--- a/test/host-config.test.ts
+++ b/test/host-config.test.ts
@@ -484,9 +484,13 @@ describe('host config correctness', () => {
     expect(openclaw.adapter).toContain('openclaw-adapter');
   });
 
-  test('openclaw has staticFiles for SOUL.md', () => {
-    expect(openclaw.staticFiles).toBeDefined();
-    expect(openclaw.staticFiles!['SOUL.md']).toBeDefined();
+  test('openclaw has no staticFiles (SOUL.md removed)', () => {
+    expect(openclaw.staticFiles).toBeUndefined();
+  });
+
+  test('openclaw includeSkills is empty (native skills replaced generated ones)', () => {
+    expect(openclaw.generation.includeSkills).toBeDefined();
+    expect(openclaw.generation.includeSkills!.length).toBe(0);
   });
 
   test('every host has coAuthorTrailer or undefined', () => {
diff --git a/test/skill-validation.test.ts b/test/skill-validation.test.ts
index 26a0870d..1da5db6d 100644
--- a/test/skill-validation.test.ts
+++ b/test/skill-validation.test.ts
@@ -1522,6 +1522,26 @@ describe('Test failure triage in ship skill', () => {
   });
 });
 
+describe('no compiled binaries in git', () => {
+  test('git tracks no Mach-O or ELF binaries', () => {
+    const result = require('child_process').execSync(
+      'git ls-files -z | xargs -0 file --mime-type 2>/dev/null | grep -E "application/(x-mach-binary|x-executable|x-pie-executable|x-sharedlib)" || true',
+      { cwd: ROOT, encoding: 'utf-8' }
+    ).trim();
+    const files = result ? result.split('\n').map((l: string) => l.split(':')[0].trim()) : [];
+    expect(files).toEqual([]);
+  });
+
+  test('git tracks no files larger than 2MB', () => {
+    const result = require('child_process').execSync(
+      'git ls-files -z | xargs -0 -I{} sh -c \'size=$(wc -c < "{}" 2>/dev/null | tr -d " "); [ "$size" -gt 2097152 ] 2>/dev/null && echo "{}:${size}"\' || true',
+      { cwd: ROOT, encoding: 'utf-8' }
+    ).trim();
+    const files = result ? result.split('\n').filter(Boolean) : [];
+    expect(files).toEqual([]);
+  });
+});
+
 describe('sidebar agent (#584)', () => {
   // #584 — Sidebar Write: sidebar-agent.ts allowedTools includes Write
   test('sidebar-agent.ts allowedTools includes Write', () => {