yao-meta-skill/reports/world_class_evidence_plan.md

World-Class Evidence Plan

Generated at: 2026-06-15

Summary

• decision: collect-external-evidence
• audit decision: continue-iteration
• ready to claim world-class: false
• ledger completion required: true
• evidence requirements: 4
• tasks: 4
• human tasks: 1
• external tasks: 3

This report is an execution plan for the remaining world-class evidence gaps. It does not count a plan or source-report pass as completion; the ledger must still validate accepted submissions.

Task Table

Task	Status	Category	Owner	Current
provider-holdout	external_required	external	operator with provider credentials	model-executed 0; token-observed 0
human-adjudication	human_required	human	human reviewer	0/5 decisions; pending 5
native-permission-enforcement	external_required	external	target client or installer integrator	native-enforced targets 0; installer-enforced targets 4
native-client-telemetry	external_required	external	Browser/Chrome/IDE/provider client integrator	external source events 0; adoption samples 0

Provider Holdout

• objective: Collect at least one provider-backed output-eval holdout run with model, timing, and token metadata.
• audit next action: Run provider-backed holdout cases with real credentials and commit only aggregate evidence.

Runbook

• YAO_OUTPUT_EVAL_MODEL=gpt-4.1-mini OPENAI_API_KEY=<redacted> python3 scripts/yao.py output-exec --provider-runner openai --timeout-seconds 60
• python3 scripts/yao.py skill-os2-audit . --generated-at <YYYY-MM-DD>
• Copy evidence/world_class/templates/provider-holdout.intake.json to evidence/world_class/submissions/provider-holdout.json and fill only real evidence fields.
• python3 scripts/yao.py world-class-intake . --submissions-dir evidence/world_class/submissions

Success Checks

• reports/output_execution_runs.json summary.model_executed_count > 0
• reports/output_execution_runs.json summary.timing_observed_count > 0
• reports/output_execution_runs.json summary.token_observed_count > 0
• reports/skill_os2_audit.json item provider-holdout status becomes pass

Evidence Artifacts

• reports/output_execution_runs.json
• reports/output_execution_runs.md
• reports/skill_os2_audit.json
• evidence/world_class/intake.schema.json
• evidence/world_class/templates/provider-holdout.intake.json
• reports/world_class_evidence_intake.json
• reports/world_class_evidence_intake.md

Privacy Contract

• Do not commit provider credentials or environment dumps.
• The output execution report records output hashes and aggregate run metadata, not raw provider prompts.

Human Adjudication

• objective: Record real blind A/B reviewer decisions before claiming human output review completion.
• audit next action: Record real A/B choices in the decision template, then regenerate adjudication.

Runbook

• python3 scripts/yao.py output-review-kit --write-template
• Open reports/output_review_kit.md and choose A or B for each pair without opening the answer key.
• python3 scripts/adjudicate_output_review.py --write-template
• Edit reports/output_review_decisions.json with winner_variant values and reviewer metadata.
• python3 scripts/yao.py output-review
• python3 scripts/yao.py skill-os2-audit . --generated-at <YYYY-MM-DD>
• Copy evidence/world_class/templates/human-adjudication.intake.json to evidence/world_class/submissions/human-adjudication.json and fill only real evidence fields.
• python3 scripts/yao.py world-class-intake . --submissions-dir evidence/world_class/submissions

Success Checks

• reports/output_review_adjudication.json summary.pending_count == 0
• reports/output_review_adjudication.json summary.judgment_count == summary.pair_count
• reports/output_review_adjudication.json summary.invalid_decision_count == 0
• reports/skill_os2_audit.json item human-adjudication status becomes pass

Evidence Artifacts

• reports/output_blind_review_pack.md
• reports/output_review_kit.md
• reports/output_review_decisions.json
• reports/output_review_adjudication.json
• reports/output_review_adjudication.md
• evidence/world_class/intake.schema.json
• evidence/world_class/templates/human-adjudication.intake.json
• reports/world_class_evidence_intake.json
• reports/world_class_evidence_intake.md

Privacy Contract

• Reviewer decisions should not include raw user data or private customer detail.
• Keep the answer key separate until after decisions are recorded.

Native Permission Enforcement

• objective: Prove at least one real target client or external installer runtime guard enforces approved high-permission capabilities.
• audit next action: Integrate a real target-client or external installer runtime guard before claiming native permission enforcement.

Runbook

• Implement or connect a real target client or external installer runtime guard that blocks undeclared network, file_write, or subprocess capabilities.
• Update the generated target adapter only when the guard is actually enforced by that target.
• python3 scripts/yao.py package . --platform openai --platform claude --platform generic --platform vscode --output-dir dist --zip
• python3 scripts/yao.py install-simulate . --package-dir dist --install-root dist/install-simulation
• python3 scripts/yao.py runtime-permissions . --package-dir dist
• python3 scripts/yao.py skill-os2-audit . --generated-at <YYYY-MM-DD>
• Copy evidence/world_class/templates/native-permission-enforcement.intake.json to evidence/world_class/submissions/native-permission-enforcement.json and fill only real evidence fields.
• python3 scripts/yao.py world-class-intake . --submissions-dir evidence/world_class/submissions

Success Checks

• reports/runtime_permission_probes.json summary.native_enforcement_count > 0
• reports/runtime_permission_probes.json summary.failure_count == 0
• reports/runtime_permission_probes.json summary.installer_enforcement_pass_count records local installer enforcement but does not replace native evidence
• reports/skill_os2_audit.json item native-permission-enforcement status becomes pass

Evidence Artifacts

• dist/targets/*/adapter.json
• reports/runtime_permission_probes.json
• reports/runtime_permission_probes.md
• reports/install_simulation.json
• reports/install_simulation.md
• security/permission_policy.json
• evidence/world_class/intake.schema.json
• evidence/world_class/templates/native-permission-enforcement.intake.json
• reports/world_class_evidence_intake.json
• reports/world_class_evidence_intake.md

Privacy Contract

• Do not mark native_enforcement true for metadata-only fallbacks.
• Keep residual risks visible for targets that still rely on operator enforcement.

Native Client Telemetry

• objective: Import production metadata-only events from a real external client into the local drift loop.
• audit next action: Install a real client against the native host and import production metadata-only events.

Runbook

• python3 scripts/telemetry_native_host.py . --write-launcher /tmp/yao-telemetry-host.sh --write-manifest /tmp/yao-telemetry-host.json --allowed-origin chrome-extension://<extension-id>/
• Install the generated native messaging manifest for the real client and send at least one accepted skill_activation or skill_output event.
• python3 scripts/yao.py telemetry-import . --input-jsonl .yao/telemetry_spool/external_events.jsonl
• python3 scripts/yao.py skill-atlas --workspace-root .
• python3 scripts/yao.py skill-os2-audit . --generated-at <YYYY-MM-DD>
• Copy evidence/world_class/templates/native-client-telemetry.intake.json to evidence/world_class/submissions/native-client-telemetry.json and fill only real evidence fields.
• python3 scripts/yao.py world-class-intake . --submissions-dir evidence/world_class/submissions

Success Checks

• reports/adoption_drift_report.json summary.source_types.external > 0
• reports/adoption_drift_report.json summary.adoption_sample_count > 0
• reports/skill_os2_audit.json item native-client-telemetry status becomes pass

Evidence Artifacts

• reports/adoption_drift_report.json
• reports/adoption_drift_report.md
• reports/telemetry_hook_recipes.json
• scripts/telemetry_native_host.py
• evidence/world_class/intake.schema.json
• evidence/world_class/templates/native-client-telemetry.intake.json
• reports/world_class_evidence_intake.json
• reports/world_class_evidence_intake.md

Privacy Contract

• Telemetry must remain metadata-only and local-first.
• Do not package reports/telemetry_events.jsonl or any raw prompt, output, transcript, note, or message field.