bsky-scorer: seed AI-agents feed-policy classifier #9

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opened 2026-05-29 04:55:14 +00:00 by coilysiren · 0 comments
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Seed the cold-start scoring policy for the bsky-scorer app, the hand-written AI-agents heuristic that holds before the daily compiler has enough vote signal to recompile.

The policy is a single markdown file with YAML frontmatter (machine-parseable rules) plus a human-readable body, per the skills-as-compiled-policy thesis. It needs the rule schema (id, kind, weight, pattern, last_fired_at), boost and suppress rules for AI agent engineering content, a topic-cluster section, a deterministic scoring procedure with a push threshold, a size cap with an unfired-rule decay term, and 5 to 10 worked examples as the few-shot generalization signal.

The bug-finder design decision is encoded - technical-frustration posts about agent tooling score high, gated so they only count alongside an agent-topic rule. Lands at apps/bsky-scorer/seed-skill.md as the template the init-container seeds onto the PVC when it is empty.

Seed the cold-start scoring policy for the bsky-scorer app, the hand-written AI-agents heuristic that holds before the daily compiler has enough vote signal to recompile. The policy is a single markdown file with YAML frontmatter (machine-parseable rules) plus a human-readable body, per the skills-as-compiled-policy thesis. It needs the rule schema (id, kind, weight, pattern, last_fired_at), boost and suppress rules for AI agent engineering content, a topic-cluster section, a deterministic scoring procedure with a push threshold, a size cap with an unfired-rule decay term, and 5 to 10 worked examples as the few-shot generalization signal. The bug-finder design decision is encoded - technical-frustration posts about agent tooling score high, gated so they only count alongside an agent-topic rule. Lands at `apps/bsky-scorer/seed-skill.md` as the template the init-container seeds onto the PVC when it is empty.
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