Inspired by virgiliojr94/book-to-skill (MIT): /learn now picks the skill
shape by the source. Workflows and small sources still get one tight
SKILL.md; books, paper stacks, specs, and large doc corpora get a
knowledge-base layout — a lean always-loaded SKILL.md index plus one
distilled file per chapter/topic under references/, loaded on demand via
skill_view so query cost stays proportional to the answer.
- agent/learn_prompt.py: new _KNOWLEDGE_SKILL_STANDARDS block (index +
per-chapter references/, structure-not-summary distillation, never
reproduce source passages, fold-in instead of duplicating) and a
_SOURCE_HYGIENE block pinning extracted source text as data and
dropping invisible/bidi Unicode (Trojan Source class). Clarified that
the ~200-line cap and hub-skill ban apply to SKILL.md itself, not a
knowledge skill's own references/ files.
- tests: contracts for the knowledge-base layout, the three embedded
standards blocks, and the source-hygiene coverage.
- docs: skills.md documents the knowledge-base shape.
Teknium
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