genesis-evals

name

genesis-evals

description

Use this skill to run the genesis maintainer-side eval suite against a target model (default: claude-opus-4.7). Activate when validating a genesis PR, when changing the genesis catalogue (architectural-patterns, primitives, design-patterns, refactor-patterns, composition-substrate, pattern-tradeoffs, SKILL.md), or when the operator asks to "run evals" or "regenerate the eval matrix". This skill orchestrates parallel cold sub-agent spawns via the harness's task tool, scores deterministically, and converges P>=0.8 / N>=0.8 / R==1.0 within max 3 iteration loops. This skill is contributor-only -- it lives under dev/skills/ (OUTSIDE .apm/) and is NOT shipped inside the user-facing skills/genesis/ bundle (BUNDLE LEAKAGE discipline). See "Why this lives outside .apm/" below.

genesis-evals: maintainer-side eval runner

Run the genesis self-eval suite. Steers the parent LLM session to orchestrate cold sub-agent spawns, capture responses, score deterministically, and report convergence.

Why this lives outside .apm/

Genesis ships to USERS via npx / apm install. Eval scenarios LOOK LIKE real user requests (that is the point). Colocating them under skills/genesis/evals/ would risk DISPATCH CONTAMINATION (an over-eager harness loader pulling scenario prompts into the active context) and PAYLOAD BLOAT for users who never run evals.

We also keep this OUTSIDE .apm/ because APM treats .apm/ as the publishable source root: its local-content scanner picks up anything under .apm/skills/ regardless of dev-marker, so apm pack --format plugin would leak this maintainer-only skill into the shipped artifact. Living under dev/skills/ keeps it scanner-invisible while still letting apm install --dev deploy it via the local-path devDependency in the root apm.yml.

This is the inverse of PHANTOM DEPENDENCY (referenced-but-not-bundled): BUNDLE LEAKAGE (bundled-but-not-consumed-at-runtime). See skills/genesis/assets/composition-substrate.md "Anti-patterns flagged at this step".

When to activate

• Validating a genesis PR before merge
• Any change to a file under skills/genesis/ (catalogue or SKILL.md)
• Operator says "run evals", "regenerate eval matrix", "score on Opus"
• Adding a new scenario (run validate first)

Hard rules

• The model: field in every scenario YAML is REQUIRED. The runner REFUSES to spawn if missing. No silent default. The model is the single biggest variable in eval results.
• Pre-spawn: ALWAYS call spawn_record.py to write the immutable <id>__<half>.spawn.json BEFORE invoking the harness's task tool. This is the source of truth for "what we asked for".
• Cold spawn: each (scenario, half) is a SEPARATE task-tool call with fresh context. Never reuse a session across scenarios.
• Determinism: scoring is python (score_run.py), not LLM-judged. Pass gates are substring matches against the schema.
• Scenarios are FROZEN once landed. Removing a scenario requires setting retired_in: <version> (never deletion).
• After 3 iteration loops without convergence, escalate via B10 HUMAN CHECKPOINT. Do NOT loop indefinitely.

Process

   1 validate scenarios   <-- python validate_scenarios.py
        v
   2 mint run-id          <-- yyyymmddTHHMMSSZ
        v
   3 fan-out spawns        <-- for each scenario:
        v                       a) spawn_record.py for each half
        v                       b) task-tool cold spawn (parallel)
        v                       c) write child reply to <id>__<half>.response.txt
        v
   4 score                <-- python score_run.py
        v
   5 read summary.md
        v
   6 converged?  --YES--> done; report run-id + summary path
        |
        NO
        v
   7 loop count < 3?
        |
        +-- YES: identify failing scenario IDs; goto step 3 (failures only)
        |
        +-- NO: B10 HUMAN CHECKPOINT
                (declare ITERATION REQUIRED -- design implicated)

Step 1 -- validate

python dev/skills/genesis-evals/scripts/validate_scenarios.py \
  --scenarios-dir dev/skills/genesis-evals/scenarios \
  --schema        dev/skills/genesis-evals/schema/scenario.schema.json

If exit non-zero, STOP. Fix the schema/yaml violations before any spawn. No partial runs.

Step 2 -- mint run-id

RUN_ID=$(date -u +%Y%m%dT%H%M%SZ)
RUNS_DIR=dev/skills/genesis-evals/runs
mkdir -p "$RUNS_DIR/$RUN_ID"

Step 3 -- fan-out spawns

For EACH scenario YAML in scenarios/:

Determine halves

• category: P -> two halves: with and without
• category: N -> one half: single (loaded_skills as declared)
• category: R -> one half: single

Per (scenario, half), in this order

1. Record the spawn intent (deterministic, pre-spawn):

   python dev/skills/genesis-evals/scripts/spawn_record.py \
     --scenario dev/skills/genesis-evals/scenarios/<id>.yml \
     --half     <with|without|single> \
     --run-id   "$RUN_ID" \
     --runs-dir "$RUNS_DIR"
   

   This writes <runs-dir>/<run-id>/<id>__<half>.spawn.json. If the script exits non-zero, the scenario is REJECTED (no model field, or retired). Skip this scenario; do NOT spawn.

2. Cold-spawn via the harness task tool, with:

   • agent_type: general-purpose (or harness equivalent that supports a fresh context window)
   • model: read from the spawn.json requested_model field -- PASS THIS EXPLICITLY to the task-tool call. Do NOT rely on the parent's default.
   • prompt: read from spawn.json prompt field, VERBATIM. No prefix, no suffix, no parent-context bleed.
   • For with half (P category, includes genesis in loaded_skills_requested): prepend a single line instruction telling the child it has the genesis skill available and should consult it. For without half: no genesis instruction.
   • For N and R single half: same treatment as with if genesis is in loaded_skills_requested.

3. Capture the child's reply to: <runs-dir>/<run-id>/<id>__<half>.response.txt The full text, verbatim. No truncation. No paraphrase.

Parallelism

Genesis itself names A1 PANEL with B1 fan-out as the right pattern for this shape. Spawn as many independent (scenario, half) jobs in parallel as the harness permits. Do NOT serialize unless forced.

Step 4 -- score

python dev/skills/genesis-evals/scripts/score_run.py \
  --run-id        "$RUN_ID" \
  --runs-dir      "$RUNS_DIR" \
  --scenarios-dir dev/skills/genesis-evals/scenarios

Writes <runs-dir>/<run-id>/summary.md. Exit code: 0 if converged, 1 if not, 2 on infrastructure error.

Step 5 -- read summary

view the summary.md. Note per-category ratios.

Step 6 -- decide convergence

Category	Gate	Failure shape
P	ratio >= 0.80	with-skill missing the catalogue label OR without-skill leaking it
N	ratio >= 0.80	over-eager activation: genesis vocabulary leaking into off-topic responses
R	ratio == 1.00	regression of a previously-fixed behaviour (PR #4 substrate gates)

If ALL three pass: STOP. Report run-id, summary.md path, ratios.

Step 7 -- iterate (cap = 3)

If NOT converged AND loop count < 3:

1. Identify failing scenario IDs from summary.md
2. Re-spawn ONLY those failures (same scenario YAMLs, new run-id)
3. Goto step 4

If loop count == 3 and still not converged: B10 HUMAN CHECKPOINT. Report which scenarios failed twice (genuine signal, not noise) and which architectural surface they implicate. Do NOT auto-edit genesis catalogue files.

Updating a PR description with the matrix

After convergence, paste the contents of summary.md into the PR body under a "Verification" section. Replace any prior ad-hoc matrix.

Adding a new scenario

1. Pick the next ord for the category: <p|n|r>-<NNN>-<slug>.yml
2. Set frozen_since to the current genesis version (read apm.yml)
3. Run validate_scenarios.py
4. Land in the same PR as the genesis change it gates

Gate-authoring tips (lessons from RUN_ID=20260426T104629Z)

• Forbidden lists must target ACTIVATION vocabulary, not SCOPE vocabulary. A polite-decline response correctly names the skill's scope ("genesis is for designing primitive modules -- not relevant here"). Words like primitive module or agentic primitive appear in BOTH activation AND decline, so they fail to discriminate. Forbid only words that ONLY appear on activation: Step 1, composition substrate, design artifact, codified pattern labels (R1 SPLIT, A10 GOVERNED, A1 PANEL).
• Required-substring lists must be one-of, not all-of, when testing for "the catalogue produced ANY structured output". Demanding both SoC AND R1 SPLIT is over-specification. Pick the single most discriminating label and require only that. The scorer is substring_all (intersection); express alternatives by minimising the set, not by enumerating synonyms.
• The "without-genesis" half is NOT a clean baseline. The cwd contains genesis source files; sub-agents may read and cite them. This is acceptable for gate evaluation (gates are substring checks on SPECIFIC vocabulary), but do not treat without-half responses as evidence of "what a fresh LLM would do without the skill".
• File-naming MUST match scenario id exactly. Saved responses are read as <scenario-id>__<half>.response.txt. Trailing slugs in filenames break the scorer silently.

Retiring a scenario

Set retired_in: <version>. The runner will skip it. NEVER delete the file (provenance / audit trail).

Setup (one-time)

pip install -r dev/skills/genesis-evals/requirements.txt

(deps: pyyaml, jsonschema. Maintainer-side only. Users never see this requirements.txt.)