claude

apex-decision-layer

Typed, probability-carrying answers for the questions apex-dispatch and apex-scope-loop leave to judgment (task class, risk tier): one CLI, rubric files, a fail-closed validator for every backend, tri-state uncertainty, and calibration that only a measurement job can grant. Off until a repo opts in; absent, slow or unconfigured, routing stays table-only.

1 on GitHubby Apex Insightsv0.6.0MITupdated 16 days agodevelopment
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Plugin apex-decision-layer from marketplace apex-dev-skills in Skobyn/Apex-Dev-Skills. Commands read from the repo's manifest — 16 days ago.

This plugin runs code on your machine — its hooks fire automatically on events like tool use. The exact commands are listed below; read them before installing.

What it installs

Skills (1)

  • decision-rubric

    Write, review or version a decision-layer rubric (rubrics/<id>@<v>.json) — the questions apex-decide asks a backend, their labels, the state allowlist, uncertainty thresholds, hard rules and the data-handling clause. Use when adding a rubric for a new consumer, when `apex-decide lint` fails, or when

Slash commands (5)

  • /apex-decision-layer:decide

    Ask the decision layer one rubric question and explain the envelope — verdict, probabilities, uncertain, calibrated and why, or the unscored reason. Pass a rubric id and a JSON state as $ARGUMENTS, e.g. `risk-tier@1 {"changed_paths":["src/auth/session.py"],"changed_lines":40,"changed_files":1,"task_

  • /apex-decision-layer:doctor

    Check this repository's decision-layer setup — config, egress, the backend per rubric, whether each hosted backend's API key is present (never its value), the rubrics, and with `--probe` whether jev and frontier are reachable. Pass `--probe` as $ARGUMENTS to send one empty, free request to each host

  • /apex-decision-layer:label

    Record a human label for one past decision — the class or tier you would have chosen with hindsight — in .claude/apex-decision-layer/labels/. Pass "<rubric>@<v> <decision_id> <label> [note]" as $ARGUMENTS. Refused while an apex-scope-loop run is active.

  • /apex-decision-layer:lint

    Lint decision-layer rubric files against the authoring rules (condition not conclusion, no counting words, a none label, untrusted fields declared, data-handling clause) and print each rubric's question_hash. Pass rubric file paths as $ARGUMENTS, or nothing to lint every shipped rubric.

  • /apex-decision-layer:measure

    Measure one rubric and backend against this repository's labels — AUROC with its CI beside Brier and ECE, ablation arms, the threshold sweep, and a status (insufficient n, degenerate, fails or passes the kill criterion). Pass "<rubric>@<v> <backend> [--outcomes FILE]" as $ARGUMENTS. Never locks a re

Hooks (2)

  • Stop

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/shadow-hook.sh" done-claim

  • PreToolUse

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/shadow-hook.sh" tool-risk

View source on GitHub

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