docs: add 4 resource evaluations + tasks/lessons.md pattern (v3.27.7+)
- Add tasks/lessons.md variant to Fresh Context Pattern section — lightweight self-improvement loop where Claude captures behavioral rules after corrections - Resource evaluations (4 new, 67 → 78 total): - SKILLMIND/Boris Cherny workflow (2/5): self-improvement loop concept - Augment Context Engine MCP (3/5): cloud alternative to grepai - LinkedIn context engineering post (2/5): marginal relevance - LinkedIn activity-7428930570451083264 (inaccessible) - README: update evaluations count 67 → 78, threat DB badge 18/341 → 19/655 - CLAUDE.md: add Whitepaper Generation section (PDF + EPUB commands) Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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@ -1595,6 +1595,18 @@ while :; do cat TASK.md PROGRESS.md | claude -p ; done
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- `PROGRESS.md` — Learnings, completed tasks, blockers
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- Git commits — Each iteration commits atomically
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**Variant: tasks/lessons.md**
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A lightweight alternative for interactive sessions (no loop required): after each user correction, Claude updates `tasks/lessons.md` with the rule to avoid the same mistake. Reviewed at the start of each new session.
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```
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tasks/
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├── todo.md # Current plan (checkable items)
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└── lessons.md # Rules accumulated from corrections
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```
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The difference from PROGRESS.md: `lessons.md` captures *behavioral rules* ("always diff before marking done", "never mock without asking") rather than task state. It compounds over time — the mistake rate drops as the ruleset grows.
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| Traditional | Fresh Context |
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|-------------|---------------|
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| Accumulate in chat history | Reset per task |
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