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Garry Tan
9e95a9dc50
Adds a cross-session taste profile that learns from design-shotgun
approval/rejection decisions. Biases future design-consultation and
design-shotgun proposals toward the user's demonstrated preferences.
Codex review caught that the plan had "taste engine" as a vague goal
without schema, decay, migration, or placeholder insertion points. This
commit ships the full spec.
Schema v1 at ~/.gstack/projects/$SLUG/taste-profile.json:
- version, updated_at
- dimensions: fonts, colors, layouts, aesthetics — each with approved[]
and rejected[] preference lists
- sessions: last 50 (FIFO truncation), each with ts/action/variant/reason
- Preference: { value, confidence, approved_count, rejected_count, last_seen }
- Confidence: Laplace-smoothed approved/(total+1)
- Decay: 5% per week of inactivity, computed at read time (not write)
Changes:
- bin/gstack-taste-update: new CLI. Subcommands approved/rejected/show/
migrate. Parses reason string for dimension signals (e.g.,
"fonts: Geist; colors: slate; aesthetics: minimal"). Emits taste-drift
NOTE when a new signal contradicts a strong opposing signal. Legacy
approved.json aggregates migrate to v1 on next write.
- scripts/resolvers/design.ts: new generateTasteProfile() resolver.
Produces the prose that skills see: how to read the profile, how to
factor into proposals, conflict handling, schema migration.
- scripts/resolvers/index.ts: register TASTE_PROFILE and a BIN_DIR
resolver (returns ctx.paths.binDir, used by templates that shell out
to gstack-* binaries).
- design-consultation/SKILL.md.tmpl: insert {{TASTE_PROFILE}} placeholder
in Phase 1 right after the memorable-thing forcing question so the
Phase 3 proposal can factor in learned preferences.
- design-shotgun/SKILL.md.tmpl: taste memory section now reads
taste-profile.json via {{TASTE_PROFILE}}, falls back to per-session
approved.json (legacy). Approval flow documented to call
gstack-taste-update after user picks/rejects a variant.
Known gap: v1 extracts dimension signals from a reason string passed
by the caller ("fonts: X; colors: Y"). Future v2 can read EXIF or an
accompanying manifest written by design-shotgun alongside each variant
for automatic dimension extraction without needing the reason argument.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>