Merge remote-tracking branch 'origin/main' into garrytan/gstack-eval-optimization

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Garry Tan
2026-03-17 16:19:42 -07:00
29 changed files with 1541 additions and 844 deletions
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@@ -130,6 +130,23 @@ CHANGELOG.md is **for users**, not contributors. Write it like product release n
- No jargon: say "every question now tells you which project and branch you're in" not
"AskUserQuestion format standardized across skill templates via preamble resolver."
## AI effort compression
When estimating or discussing effort, always show both human-team and CC+gstack time:
| Task type | Human team | CC+gstack | Compression |
|-----------|-----------|-----------|-------------|
| Boilerplate / scaffolding | 2 days | 15 min | ~100x |
| Test writing | 1 day | 15 min | ~50x |
| Feature implementation | 1 week | 30 min | ~30x |
| Bug fix + regression test | 4 hours | 15 min | ~20x |
| Architecture / design | 2 days | 4 hours | ~5x |
| Research / exploration | 1 day | 3 hours | ~3x |
Completeness is cheap. Don't recommend shortcuts when the complete implementation
is a "lake" (achievable) not an "ocean" (multi-quarter migration). See the
Completeness Principle in the skill preamble for the full philosophy.
## Local plans
Contributors can store long-range vision docs and design documents in `~/.gstack-dev/plans/`.