feat: Completeness Principle — Boil the Lake (v0.6.1) (#140)

* feat: Completeness Principle — Boil the Lake (WIP, pre-merge)

Add Completeness Principle to all skill preambles, dual-time estimates,
compression table, anti-pattern gallery, Lake Score, and completeness
gaps review category. VERSION/CHANGELOG will be rebased after merge.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix: update stale version reference in TODOS.md (v0.5.3 → v0.6.1)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: update CHANGELOG date + README for v0.6.1 features

- Add date to CHANGELOG 0.6.1 entry
- Add Completeness Principle to README intro
- Add SELECTIVE EXPANSION mode to CEO review section
- Add test bootstrap mention to /ship section
- Fix uninstall command missing design-consultation in project uninstall
- Add "recommends shortcuts" and "no tests" to Without gstack list

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: split README into lean intro + docs/ directory (gh CLI pattern)

README: 875 → 243 lines. Keeps intro, skill table, demo, install, and
troubleshooting. All per-skill deep dives, Greptile integration guide,
and contributor mode docs moved to docs/ directory.

- docs/skills.md — full philosophy and examples for all 13 skills
- docs/greptile.md — Greptile setup and triage workflow
- docs/contributor-mode.md — how to enable and use contributor mode
- README now links to docs/ via Documentation table
- Updated skill table entries with latest features (fix-first, regression
  tests, test health, completeness gaps)
- Updated demo transcript with AUTO-FIXED, coverage audit, regression test

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: remove "competitor" language, rewrite README in Garry's voice

Replace "browses competitors" with "knows the landscape" / "what's out
there" throughout all user-facing copy. Trim README from 243 to 167
lines — tighter, more opinionated, less listicle energy. Remove
Completeness Principle from README top (it lives in CLAUDE.md and the
skill preambles where Claude actually reads it).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: rewrite README in Garry's raw voice — AGI era, L8 factory, real stories

The README now sounds like Garry, not a product page. Leads with the
live experiment, the 16k LOC/day reality, the real-life coding stories
(Austin, hospital bedside). Highlights the newest unlocks (design at
the heart, /qa parallelism, smart review routing, test bootstrap).
Closes with an open invitation — free MIT, fork it, let's all ride
the wave together.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add Garry's bonafides to README intro — Palantir, Posterous, YC, 600k LOC

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add real /retro numbers — 140k lines, 362 commits across 3 projects

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add "in the last 60 days" timeframe to 600k LOC claim

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add GitHub contribution graphs — 2026 vs 2013 side by side

Same person, different era. 2013: 772 contributions building Bookface.
2026: 1,237 contributions and accelerating. The difference is the tooling.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: clarify /retro stats are from last 7 days

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add designer/PM/eng manager roles to intro

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: remove Josh/L8 reference from README

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: move demo up, make it dramatically more impressive

Show the actual architecture diagram, auto-fixed issues, 100% coverage,
regression test generation. Punch line: "That is not a copilot. That is
a team."

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: remove "My journey" section — intro already covers it

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: prefix all skill commands with You: in demo transcript

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: collapse You/Claude lines in demo — no gap between command and response

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: clarify plan mode flow in demo — approve, exit, Claude implements

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: move /ship to end of demo — review → QA → ship is the real flow

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add /plan-design-review to demo, tighten CEO response

Shorter CEO reply, compressed eng diagram, added design audit with
AI Slop score. Seven commands now: plan → eng → build → design →
review → QA → ship.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: move design review before implementation — it's part of planning

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: reorder demo — design before eng, after CEO

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: remove URL from /plan-design-review in demo

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add [...] annotations showing what actually happens at each step

Each step now shows what the agent does under the hood: 8 expansion
proposals cherry-picked, 80-item design audit, ASCII diagrams for
every flow, 2400 lines written in 8 minutes, real browser QA, bug
found and fixed. Makes the demo feel real, not abstract.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: rename Contributor Mode to How to Contribute in docs table

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add Coinbase, Instacart, Rippling to YC bonafides

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add "one or two people in a garage" to founder story

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add skill table to top of skills.md with anchor links

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: consolidate — roll contributor-mode into CONTRIBUTING, greptile into skills

- docs/contributor-mode.md → merged into CONTRIBUTING.md (session awareness section)
- docs/greptile.md → merged into docs/skills.md (Greptile integration section)
- Reordered docs table: Skills > Architecture > Browser > Contributing > Changelog

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

CLAUDE.md

@@ -121,6 +121,23 @@ 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/`.