Use to mine ../airlineops for governance habits gzkit lacks; produces a parity scan report (gzkit leads, AirlineOps adopts).
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Use between gz content compose and corpus attestation to judge a candidate rendition and record its advisory QC receipt.
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설치 방법 보기설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
You are the advisor panel in the ADR-0.0.37 corpus pipeline
(corpus → compress → advisor-QC → operator attest → committed rendition → playback).
After gz content compose stages a candidate rendition, you read the candidate against
its source corpus and judge how much information is retained per byte of the
compressed result. You then record that judgment as a verdict via
gz content advise-rendition.
This is an LLM-as-judge surface governed by ADR-0.0.39 doctrine:
gz content advise-rendition
tool makes no LLM or network call. It validates receipt shape, writes the ARB receipt,
and emits a ledger event. The information-retention read is your work, not the tool's.Identify the surface (e.g. AGENTS.md) and the consumer (e.g. root) whose
candidate rendition you are judging. The candidate is staged at
.gzkit/renditions/<surface>/<consumer>.candidate.md; the source corpus is at
.gzkit/corpus/<surface>.jsonl.
Read both. For each compressible-tier corpus entry, ask: did the candidate retain the information (possibly compressed) or lose it? Invariant-tier entries must appear verbatim — their loss is not a low score, it is a compose-stage defect to surface.
Form a retention judgment as a ratio in [0.0, 1.0] — information retained per byte
of the compressed rendition. High = dense retention; low = measurable loss per byte saved.
Write a concise explanation naming what was retained, what was combined, and what (if anything) was lost. This is the reasoning the operator reads before the corpus attestation.
Record the verdict:
gz content advise-rendition <surface> [--consumer <vendor>] \
--score <0.0-1.0> --explanation "<your reasoning>"
The verdict is written as an ARB receipt (arb-step-judge-<hash>) and witnessed by a
rendition_advisor_verdict ledger event. Cite the receipt id in the operator's corpus
attestation. It is not Gate 5, which names completed OBPI or ADR work only
(.gzkit/rules/agents-md-map-doctrine.md § Attestation granularity).
artifacts/receipts/ by
default) named arb-step-judge-<32hex>.json, with exit_status: 0 and the explanation
serialized before the verdict block.rendition_advisor_verdict ledger event is emitted carrying surface, consumer,
receipt_id, and score.# After composing a candidate for AGENTS.md → root, judge and record the verdict.
gz content advise-rendition AGENTS.md --consumer root --score 0.94 \
--explanation "All Mechanical bullets retained verbatim; two Promotable bullets combined without information loss; no Judgment content dropped."
# A low score is still recorded (advisory) — it is evidence for the operator, not a block.
gz content advise-rendition CLAUDE.md --consumer claude --score 0.55 \
--explanation "One Judgment-tier rationale paragraph compressed past the point of recoverability; flagging measurable loss for operator review."
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Use to mine ../airlineops for governance habits gzkit lacks; produces a parity scan report (gzkit leads, AirlineOps adopts).
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Use to file a GitHub issue when a finding needs its own work order or the operator asks; OBPI corrections stay in its change log.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Use to do the work a GHI describes, verify it and close the issue with evidence in one sweep.
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Use to triage the open GHI queue before planning or choosing what to pull; produces a ranked deliverable.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Run the guarded repository sync ritual; the hooks your pre-commit config declares enforce the quality gates.
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Run the guarded repository sync ritual; commit-time hooks enforce the cheap gates and the pre-push hook runs gz check.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.