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benchmarks

Internal maintainer skill for running, validating, and publishing eval benchmarks for this repository.

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graphistry/graphistry-skills
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March 30, 2026 at 06:34
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SKILL.md
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name
benchmarks
description
Internal maintainer skill for running, validating, and publishing eval benchmarks for this repository.
metadata
{"internal":true}
# Benchmarks Skill (Internal Maintainer) Use this for repository maintenance workflows. It is not a user-facing Graphistry domain skill. ## Use This Skill For - Running eval sweeps across journeys (skill pressure, persona, guardrails, etc.) - Validating baseline isolation (skills=off must not read skill files) - Generating public-safe benchmark reports - Updating README.md with fresh benchmark numbers - Creating CHANGELOG.md entries for benchmark releases - Git version tagging (semver vX.Y.Z) ## Success Criteria (Do Not Skip) - Sweeps complete without baseline contamination (verify via log inspection) - `pass_bool` is used for pass rate calculation (not `score >= 0.8`) - Reports are public-safe (source paths redacted) - README.md and benchmarks/README.md are updated with new numbers - CHANGELOG.md has entry for the sweep - Git tag created after merge ## Key Metrics - **pass_bool**: Official pass/fail metric (deterministic checks) - **Delta**: `skills=on` pass rate minus `skills=off` pass rate (in percentage points) - **Latency**: Average response time in seconds ## Preconditions - CLIs on PATH: `codex`, `claude`, `jq` - Auth configured: `~/.codex`, `~/.claude` - Working from repo root: `graphistry-skills/` ## Workflow ### 1) Run Eval Sweep ```bash OUT="/tmp/graphistry_skills_sweep_$(date +%Y%m%d-%H%M%S)" ./bin/agent.sh \ --codex --claude \ --journeys all \ --skills-mode both \ --skills-delivery native \ --max-workers 2 \ --out "$OUT" ``` ### 2) Verify Baseline Isolation Check skills=off logs for no skill file reads: ```bash grep -l "SKILL.md" "$OUT"/raw/*skills_off* 2>/dev/null && echo "CONTAMINATION DETECTED" || echo "Clean" ``` ### 3) Generate Public-Safe Report ```bash python3 scripts/benchmarks/make_report.py \ --public-safe \ --rows "$OUT/rows.jsonl" \ --title "Eval Sweep $(date +%Y-%m-%d)" \ --out-md benchmarks/reports/$(date +%Y-%m-%d)-sweep.md \ --out-json benchmarks/data/$(date +%Y-%m-%d)-sweep/combined_metrics.json ``` ### 4) Generate README Snippet ```bash python3 scripts/benchmarks/readme_snippet.py \ --rows "$OUT/rows.jsonl" \ --title "Fresh eval sweep" ``` ### 5) Update Files - Update `README.md` Evals section with generated snippet - Update `benchmarks/README.md` with new pack reference - Add entry to `CHANGELOG.md` under `[Development]` section ### 6) Create PR and Tag After PR merge: ```bash git fetch origin main && git checkout main && git pull git tag -a vX.Y.Z -m "Release vX.Y.Z: <summary>" git push origin vX.Y.Z ``` ## Versioning Convention - **Semver**: vX.Y.Z (following Supabase MCP, Databricks AI Dev Kit patterns) - **Patch (Z)**: Bug fixes, minor eval improvements - **Minor (Y)**: New journeys, new skills, notable benchmark changes - **Major (X)**: Breaking changes to eval harness or skill format ## File Locations - **Journeys**: `evals/journeys/*.json` - **Scripts**: `scripts/benchmarks/make_report.py`, `scripts/benchmarks/readme_snippet.py` - **Reports**: `benchmarks/reports/*.md` - **Data**: `benchmarks/data/*/combined_metrics.json` - **Raw artifacts** (private): `rows.jsonl`, `manifest.json`, traces, logs ## Guardrails - Do not check in raw `rows.jsonl` (contains full prompt/response text) - Do not check in `manifest.json`, `otel_ids.json`, or raw logs - Always use `--public-safe` flag for checked-in reports - Use `pass_bool` for official metrics, not score thresholds - Verify baseline isolation before publishing results ## Related Skills - `eval-otel`: OTel trace validation and inspection - `plan`: Multi-session task planning (for complex benchmark campaigns) - `release`: Semver bump + changelog + tag + GitHub release workflow
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