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claude-plugin-inference-arb…/agents
Oleks 38e1adbd48 Phase 4: boundary rubric skill, offload-analyst agent, calibration gate
references/boundary-rubric.md is design/rubric.md verbatim (4.1).

skills/boundary-rubric is usable standalone on a single step before any code
exists — the rubric is more valuable applied before the fact than after (4.2).

agents/offload-analyst classifies pre-computed inventory/scan JSON, leads with
coverage, treats hook/prose drift as its own category, and enforces the hard
gate: no overrule case -> boundary question, never filed (4.3).

bin/boundary-classify applies rubric §6's confidence table and the FR-4.2 filing
gate. The determinism-test outcomes and the falsifiability triple are inference;
grading them is a lookup, so it is a script rather than agent prose (FR-8.1).

Calibration gate (4.4) passes on real runs:
  - token-budget            -> 0 high-confidence, "nothing to offload here"
  - worktree-discipline with bin/worktree-audit masked out
                            -> worktree-safety classification at high,
                               position llm-over-script-digest

tests/classify.test.sh asserts both gates plus synthetic table cases; 67
assertions green across the suite.
2026-07-29 17:27:17 +03:00
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