docs: delete agent-cost; rename kb-search skill to brain.
bin/agents/cost does not exist. CI unittest now fails if a SKILL.md names a missing bin/ path.
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---
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name: kb-search
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description: >-
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Deduction search over the 2dph brain (Ladybug graph: ops corpus, portfolio,
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ssh hosts) with bin/brain/search.go instead of reading files or grepping
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repos. Use whenever a question starts with "where is", "what runs on",
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"which file describes", "who is", "how is X done", before opening any
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documentation.
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---
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# kb-search — deduction over facts and info
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One embedded Ladybug graph (`var/kb.lbug`, read-only when queried) holding two
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roots:
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- **facts** — assertions backed by ≥2 independent sources (docker ps × compose
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× ssh-config × docs), `confidence: confirmed`.
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- **info** — descriptive/narrative leafs, searchable, never asserted.
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Search = deduction: facts root first, info root second, `web-search` as the
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second independent source when local roots cannot confirm. An answer is
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`confirmed` only if it comes off the facts root; anything else is
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`(not confirmed)`.
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```bash
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bin/brain/search.go "Matrix federation" # pointers + snippets, YAML
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bin/brain/search.go "onlyoffice postgres" --root facts # restrict to confirmed
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bin/brain/search.go "where is cs-lexicon" --json | yq '.[].ref'
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bin/brain/get.go <id> --body # full chunk only when needed
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bin/brain/stats.go # index health
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bin/brain/eval.go # recall@5 >= 0.95 gate
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```
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`bin/kb/search` is a deprecated wrapper. `--hop` errors (File/FROM_FILE edges
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are not wired yet); do not treat it as a graph walk.
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## Rules
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- Search before you read. Never grep a repo for a concept the graph covers.
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- `--root facts` returns only confirmed evidence-linked answers. Default shows
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facts first, then info leafs clearly marked `(not confirmed)`.
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- If recall looks wrong, run `bin/brain/eval.go`; it gates control questions and
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should stay at or above 95% recall@5.
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- Escalate to `web-search` (the `web-search` skill) as the independent second
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source when both local roots cannot confirm; never report an unconfirmed
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single-source local answer as fact.
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