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site_name: Bernstein
site_url: https://bernstein.readthedocs.io/
site_author: Alex Chernysh
site_description: >-
Deterministic orchestrator for CLI coding agents. No model in the coordination
loop, so parallel runs in per-task git worktrees replay byte-identically.
Signed lineage and an opt-in HMAC audit chain, air-gap friendly.
repo_url: https://github.com/sipyourdrink-ltd/bernstein
repo_name: sipyourdrink-ltd/bernstein
edit_uri: edit/main/docs/
copyright: >-
Copyright © 2025–2026 <a href="https://alexchernysh.com">Alex Chernysh</a>
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nav:
- Home:
- index.md
- Use cases: use-cases.md
- Scope (what this does not do): scope.md
- What's new: whats-new.md
- Mentions: mentions.md
- Benchmarks: benchmarks/BENCHMARKS.md
- Blog:
- Ten agents one release: blog/ten-agents-one-release.md
- Zero-LLM coordination: blog/zero-llm-coordination.md
- Multi-agent benchmark: blog/multi-agent-benchmark.md
- Self-evolution 30 days: blog/self-evolution-30-days.md
- COBOL modernization: blog/cobol-modernization.md
- v1.9 four commands: blog/v1.9-four-commands-last-mile.md
- Get started:
- getting-started/index.md
- Install: getting-started/install.md
- Install on Linux: getting-started/install-linux.md
- Remote quickstart (Codespaces): getting-started/remote.md
- First run: getting-started/first-run.md
- Tutorial: getting-started/quickstart-tutorial.md
- Zero-config demo: getting-started/quickstart-demo.md
- Guides:
- guides/index.md
- Web GUI:
- gui/index.md
- Install: gui/install.md
- Screens: gui/screens.md
- Playground: gui/playground.md
- Configuration: gui/configuration.md
- Mobile: gui/mobile.md
- Troubleshooting: gui/troubleshooting.md
- Adapters:
- adapters/index.md
- Choosing an adapter: adapters/openai-agents-comparison.md
- OpenAI Agents SDK: adapters/openai-agents.md
- Gemini CLI: adapters/gemini.md
- CLM: adapters/clm.md
- DeepSeek V4: adapters/deepseek.md
- Agy: adapters/agy.md
- Antigravity: adapters/antigravity.md
- Deferred adapters: adapter-deferred.md
- Adapter operations: operations/adapters.md
- Adapter security floor: adapters/security-floor.md
- Adapter admission receipts: adapters/admission-receipts.md
- Session isolation: adapters/session_isolation.md
- Stream signals: adapters/stream_signals.md
- Strict output schemas: adapters/schemas.md
- Conformance canary: adapters/conformance-canary.md
- Capability profiles: adapters/capability_profiles.md
- Browser / computer-use adapter: adapters/computer_use.md
- Adapter smoke test: adapters/test-adapter.md
- Sandboxes:
- Overview: architecture/sandbox.md
- Backend selector: concepts/sandbox-selector.md
- Named sandbox pools: operations/sandbox-pools.md
- MicroVM on libkrun: operations/microvm-libkrun.md
- Daytona: sandbox/daytona.md
- Blaxel: sandbox/blaxel.md
- Runloop: sandbox/runloop.md
- Vercel: sandbox/vercel.md
- Playwright self-test: sandbox/playwright-self-test.md
- Editors & host registration:
- Claude Code: substrate/claude-code.md
- Claude Desktop: substrate/claude-desktop.md
- Cursor: substrate/cursor.md
- Continue: substrate/continue.md
- Cline: substrate/cline.md
- Zed: substrate/zed.md
- Aider: substrate/aider.md
- Issue trackers:
- Contract: trackers/contract.md
- Tracker pipeline: orchestration/tracker-pipeline.md
- Issue-to-PR: orchestration/issue-to-pr.md
- Linear: trackers/linear.md
- Jira Data Center: trackers/jira-data-center.md
- Asana: trackers/asana.md
- ClickUp: trackers/clickup.md
- GitHub Projects: trackers/github-projects.md
- Plane: trackers/plane.md
- ServiceNow: trackers/servicenow.md
- OData (system of record): operations/odata.md
- Webhooks: trackers/webhooks.md
- Git hosting & CI:
- GitHub Action: integrations/github-action.md
- GitHub App: integrations/github-app-setup.md
- GitLab App: integrations/gitlab-app-setup.md
- GitLab integration: operations/gitlab.md
- Workflow automation:
- Automation bridge: integrations/automation-bridge.md
- n8n: integrations/n8n.md
- Zapier: integrations/zapier.md
- Workato: integrations/workato.md
- MCP:
- Server: mcp/server.md
- Client: mcp/client.md
- Server injection: integrations/mcp-server-injection.md
- Tool-search lazy loading: protocols/tool-search.md
- cocoindex-code catalog: integrations/cocoindex-code.md
- Tool-call input validation: mcp/input-validation.md
- Gateway proxy: operations/mcp-gateway.md
- x402 settlement: operations/x402-settlement.md
- Hooks, plugins & skills:
- Hook system: integrations/hook-system.md
- Hook prefilter: operations/hooks.md
- Plugin SDK: integrations/plugin-sdk.md
- Agent sessions: integrations/agent-session.md
- agents-md sync: agents-md.md
- Agent catalogs: operations/agent-catalogs.md
- Skills catalog: operations/skills-catalog.md
- Skill lint: operations/skill-lint.md
- Skill selection rules: operations/skill-selection-rules.md
- Skill selection rules design: sdd/skill-selection-rules.md
- Layered skill merge: skills/layered-merge.md
- Agent prompt template: examples/agent-prompt-template.md
- Memory & context:
- Session memory: memory/session-memory.md
- Cross-task share: memory/cross-task-share.md
- Operator memory: operations/memory.md
- Knowledge diary: operations/knowledge-diary.md
- Context compaction: operations/context-compaction.md
- Cloud (Cloudflare):
- cloudflare/cloudflare-overview.md
- Setup: cloudflare/cloudflare-setup.md
- Cloud CLI: cloudflare/cloudflare-cli.md
- Bridges: cloudflare/cloudflare-bridges.md
- Browser Rendering: cloudflare/cloudflare-browser-rendering.md
- Adapters: cloudflare/cloudflare-adapters.md
- Codex sandboxes: cloudflare/cloudflare-codex-sandbox.md
- Workers AI: cloudflare/cloudflare-ai.md
- MCP Remote: cloudflare/cloudflare-mcp.md
- Analytics: cloudflare/cloudflare-analytics.md
- Everyday workflows:
- Recipes: operations/recipes.md
- Worktrees: operations/worktrees.md
- Snapshot undo: git/snapshot-undo.md
- Session handoff: operations/session-handoff.md
- Routine scenarios: routine-scenarios.md
- Per-step routing: workflows/per-step-routing.md
- Operations:
- operations/index.md
- Deploy & scale:
- Deployment guide: operations/deployment-guide.md
- Helm chart: operations/HELM_DEPLOYMENT.md
- Cluster mode: operations/cluster-mode.md
- Cluster mTLS: cluster/mtls-setup.md
- Cluster patterns: cluster/deployment-patterns.md
- Cluster e2e harness: testing/cluster-e2e-harness.md
- Fleet: operations/fleet.md
- Fleet directory registry: fleet/directory-registry.md
- Air-gap install: installation/air-gap.md
- Migrations: operations/migrations.md
- Updates (check, verify, apply): operations/updates.md
- Self-update: operations/self-update.md
- Shell completions: operations/shell-completions.md
- Pilot-to-production graduation: operations/graduation.md
- Enterprise evaluation: ENTERPRISE.md
- Run & supervise:
- Commands overview: operations/commands.md
- Run: operations/run.md
- Run names: operations/run_names.md
- Schedule: operations/schedule.md
- Resume: operations/resume.md
- Replay: operations/replay.md
- Fork from step: operations/fork-from-step.md
- Simulate: operations/simulate.md
- Compare: operations/compare.md
- Doctor: operations/doctor.md
- Holds: operations/HOLDS.md
- Review board: operations/review-board.md
- Mission timeline and digests: operations/mission-timeline.md
- Work ledger: operations/work-ledger.md
- Decision log: operations/decision-log.md
- Intent capsules: operations/intent-capsules.md
- Notifications: operations/notifications.md
- Chat bridges: operations/chat-bridges.md
- Approval cards v2: integrations/approval-cards.md
- Microsoft Teams setup: integrations/teams-setup.md
- Webhook node: operations/webhook-node.md
- Preview server: operations/preview.md
- Voice control: operations/voice-control.md
- Session checkpoint: operations/checkpoint.md
- Session wrap-up: operations/wrap-up.md
- Session fast resume: operations/session-fast-resume.md
- File watch: operations/watch.md
- Detached run service: operations/run-service.md
- Tournament runs: operations/tournament-runs.md
- Fleet steering: operations/fleet-steering.md
- Named resource pools: operations/named-resource-pools.md
- Trigger sources: operations/trigger-sources.md
- Slack webhooks: operations/slack-webhooks.md
- TUI keybindings: operations/tui-keybindings.md
- Worker process identity: operations/worker-process-identity.md
- Reliability:
- Troubleshooting: operations/TROUBLESHOOTING.md
- Checkpointed retries: operations/checkpointed-retries.md
- Durable suspend and resume: operations/durable-suspend-resume.md
- Retry budget: operations/retry-budget.md
- Auto-heal: operations/auto-heal.md
- Agent crash loops: operations/agent_crash_loop.md
- Stall escalation: operations/stall-escalation.md
- Abandonments: operations/abandonments.md
- Activity boundary: operations/activity-boundary.md
- Max turns: operations/MAX_TURNS.md
- Provider availability: operations/provider-availability.md
- Disaster recovery: operations/disaster-recovery.md
- Chaos engineering: operations/chaos-engineering.md
- Runbooks: operations/runbooks.md
- Agent edit-loop detection: operations/agent-loop-detection.md
- In-process verification gates: operations/hook-gate.md
- Per-goal SLA contracts: operations/sla.md
- Cost & performance:
- Cost optimization: operations/cost-optimization.md
- Cost-aware scheduling: operations/cost-aware-scheduling.md
- Spending mandates: operations/spending-mandates.md
- Ticket cap: cost/ticket-cap.md
- Task budgets: concepts/task-budgets.md
- Performance tuning: operations/performance-tuning.md
- Response-style profiles: operations/response-style-profiles.md
- Per-profile cost attribution: operations/profile-cost-attribution.md
- Profile A/B harness: operations/profile-ab-harness.md
- Template compression: operations/template-compression.md
- Cost envelopes: operations/cost-envelopes.md
- Cost anomaly detection: operations/cost-anomaly-detection.md
- Token growth monitor: operations/token-growth-monitor.md
- Payment mandates: operations/payment-mandates.md
- Showback canonicalization: cost/showback-canonical.md
- Observability:
- Overview: operations/observability-overview.md
- Instrumentation: operations/INSTRUMENTATION.md
- Verification tracking: operations/verification-tracking.md
- Deterministic replay: operations/deterministic-replay.md
- Error telemetry & SBOM: operations/error-telemetry.md
- Telemetry disclosure: telemetry.md
- Side-channel telemetry: observability/side-channel.md
- LLM watcher: observability/llm-watcher.md
- Ticket bundle: observability/ticket-bundle.md
- Trace store: observability/trace-store.md
- OTLP export: observability/otlp-export.md
- Trends: observability/trends.md
- Progress watch: observability/progress-watch.md
- Task artifacts and progress: observability/task-artifacts.md
- Rate limits: observability/rate-limits.md
- Unified doctor: observability/unified-doctor.md
- Telemetry share: observability/telemetry-share.md
- Cluster observability: observability/cluster.md
- Per-agent token progress: observability/token-progress.md
- Cumulative progress: observability/cumulative-progress.md
- OTel GenAI span projection: observability/otel-span-projection.md
- Journal-anchored OTLP bridge: sdd/otel-journal-bridge.md
- Session analytics: operations/session-analytics.md
- Debug bundle: operations/debug-bundle.md
- Merge & review automation:
- Merge queue: operations/merge-queue.md
- Merge gate: operations/merge-gate.md
- Autofix daemon: operations/autofix.md
- Autofix tier 3: operations/autofix-tier3.md
- Autofix ladder: autofix/ladder.md
- Telemetry-grounded autofix: autofix/telemetry-grounded.md
- Review responder: operations/review-responder.md
- Coverage ratchet: operations/coverage-ratchet.md
- Nightly canary: operations/nightly-canary.md
- CI: operations/ci.md
- CI topology: operations/ci-topology.md
- Type-check scope: operations/type-check-scope.md
- Post-CI dispatcher: operations/post-ci-dispatcher.md
- Review pipeline DSL: operations/review-pipeline.md
- Review and autofix receipts: operations/review-receipts.md
- Commit attribution stats: operations/commit-attribution.md
- Backlog sync: operations/backlog-sync.md
- Plan archival: operations/plan-archival.md
- on_fail recovery receipts: workflows/on-fail-recovery-receipts.md
- Evaluation & calibration:
- Incident-to-eval synthesis: eval/incident-synthesis.md
- A/B runner: eval/ab-runner.md
- YAML harness: eval/yaml-harness.md
- Pentest scenario: eval/security_pentest_scenario.md
- Calibration: operations/calibration.md
- Criterion profiles: operations/criterion-profiles.md
- Golden benchmark harness: eval/golden-harness.md
- Reproducible bench bundles: eval/bench.md
- pass^k reliability floor: eval/reliability.md
- Security & identity:
- Security & identity stack: operations/security-and-identity.md
- Security operations: operations/security.md
- Hardening: security/security-hardening.md
- Governance: operations/governance.md
- Secrets & creds: operations/secrets.md
- Secrets broker: security/secrets-broker.md
- Env isolation: operations/env-isolation.md
- Credential scoping: security/credential-scoping.md
- Capability matrix: security/capability-matrix.md
- Manager auth: security/manager-auth.md
- Agent-card keystore: security/keystore.md
- JCS canonicalization: security/jcs-canonicalization.md
- MCP signing: security/mcp-signing.md
- OWASP ASI detectors: security/owasp-asi.md
- Promptware: security/promptware.md
- Lethal trifecta: security/lethal-trifecta.md
- Coordinated disclosure: security/bug-bounty.md
- Log redaction: security/log-redaction.md
- PII scan gate: security/pii-scan-gate.md
- Compliance & audit:
- Compliance overview: operations/compliance.md
- SOC 2 audit: security/AUDIT.md
- Audit log: security/audit-log.md
- Multi-tenant audit export: security/audit-multitenant.md
- Delegation narrowing: security/delegation-narrowing.md
- DSSE / in-toto envelope: security/audit-dsse-envelope.md
- EU AI Act Article 12: compliance/eu-ai-act-article-12-bundle.md
- EU residency setup: compliance/eu-residency-customer-setup.md
- Regulator-mapped compliance packs: compliance/regulator-mapped-packs.md
- FINOS AIGF mapping: compliance/finos-aigf-mapping.md
- Regulator-class lineage: compliance/regulatory-lineage.md
- Lineage export: compliance/lineage-export.md
- Lineage v1 (user reference): lineage.md
- Lineage v2: operations/lineage-v2.md
- Artifact contract: operations/artifacts.md
- Artifact keys: lineage/artifacts.md
- Lineage conflict resolution: lineage/conflict-resolution.md
- Tracker audit: lineage/tracker-audit.md
- A2A message receipts: operations/a2a-message-receipts.md
- A2A JSON-RPC server surface: operations/a2a-server.md
- Datasources & query receipts: operations/datasources.md
- Verifiable audit receipts: security/audit-receipt.md
- Gate adjudication records: operations/gate-adjudication.md
- Agent run manifest: operations/run-manifest.md
- Verification evidence bundles: operations/evidence-bundles.md
- Delegation chain verification: operations/delegation-verify.md
- Skill usage provenance: operations/skill-provenance.md
- C2PA content credentials: operations/content-credentials.md
- Reference:
- reference/index.md
- CLI:
- CLI reference: reference/cli-reference.md
- Task lifecycle CLI: reference/cli/task-lifecycle.md
- Replay CLI: reference/cli/replay.md
- Verify CLI: reference/cli/verify.md
- Receipt CLI: reference/receipt.md
- Configuration & schemas:
- Configuration: operations/CONFIG.md
- Task format: operations/task_format.md
- Plans (YAML schema): architecture/plans.md
- Team manifests: operations/team-manifests.md
- Worker contracts: operations/worker-contracts.md
- Model policy: operations/MODEL_POLICY.md
- Ticket schema: sdd/ticket_schema.md
- Adapter capability contract: adapters/capability_contract.md
- Global config CLI: operations/global-config.md
- Workflow manifests: operations/workflow-manifests.md
- APIs & protocols:
- REST API: reference/openapi-reference.md
- API server operations: operations/api.md
- Supervisor API: api/supervisor.md
- Local endpoints: reference/local-endpoints.md
- Self-hosted endpoints: operations/self-hosted-endpoints.md
- ACP bridge: reference/acp-bridge.md
- ACP server and client roles: interop/acp.md
- A2A signed agent cards: architecture/a2a.md
- A2A capability cards & lineage interop: interop/a2a.md
- Eventing v2 (unified feed): events/grammar.md
- .well-known manifest: protocols/well-known-manifest.md
- SPIFFE workload identity: reference/spiffe-workload-identity.md
- Volunteer project manifest: reference/volunteer-manifest.md
- Volunteer sandbox profile: reference/volunteer-sandbox.md
- Volunteer issue text: reference/volunteer-issue-text.md
- Volunteer task runner: reference/volunteer-runner.md
- Volunteer lease store: reference/volunteer-lease-store.md
- MCP catalog: reference/mcp-catalog.md
- MCP tool tiers: mcp/tool_tiers.md
- Compatibility & limits:
- Capabilities: reference/capabilities.md
- Feature matrix: reference/FEATURE_MATRIX.md
- Adapter compatibility: adapters/compatibility.md
- MkDocs Material coupling: reference/mkdocs-material-coupling.md
- Known limitations: reference/KNOWN_LIMITATIONS.md
- Glossary: reference/GLOSSARY.md
- Release notes:
- Changelog: CHANGELOG.md
- Unreleased: release-notes/unreleased.md
- v3.18.2: release-notes/v3.18.2.md
- v3.18.1: release-notes/v3.18.1.md
- v3.18.0: release-notes/v3.18.0.md
- v3.17.2: release-notes/v3.17.2.md
- v3.17.1: release-notes/v3.17.1.md
- v3.17.0: release-notes/v3.17.0.md
- v3.16.0: release-notes/v3.16.0.md
- v3.15.1: release-notes/v3.15.1.md
- v3.15.0: release-notes/v3.15.0.md
- v3.14.159: release-notes/v3.14.159.md
- v3.13.0: release-notes/v3.13.0.md
- v3.12.0: release-notes/v3.12.0.md
- v3.11.0: release-notes/v3.11.0.md
- v3.10.0: release-notes/v3.10.0.md
- v3.9.0: release-notes/v3.9.0.md
- v3.8.4: release-notes/v3.8.4.md
- v3.8.3: release-notes/v3.8.3.md
- v3.8.2: release-notes/v3.8.2.md
- v3.8.1: release-notes/v3.8.1.md
- v3.8.0: release-notes/v3.8.0.md
- v3.7.1: release-notes/v3.7.1.md
- v3.7.0: release-notes/v3.7.0.md
- v3.6.0: release-notes/v3.6.0.md
- v3.5.0: release-notes/v3.5.0.md
- v3.4.4: release-notes/v3.4.4.md
- v3.4.3: release-notes/v3.4.3.md
- v3.4.2: release-notes/v3.4.2.md
- v3.4.1: release-notes/v3.4.1.md
- v3.4.0: release-notes/v3.4.0.md
- v3.3.0: release-notes/v3.3.0.md
- v3.2.0: release-notes/v3.2.0.md
- v3.1.0: release-notes/v3.1.0.md
- v3.0.0: release-notes/v3.0.0.md
- v2.x:
- v2.16.1: release-notes/v2.16.1.md
- v2.16.0: release-notes/v2.16.0.md
- v2.15.0: release-notes/v2.15.0.md
- v2.14.1: release-notes/v2.14.1.md
- v2.14.0: release-notes/v2.14.0.md
- v2.13.0: release-notes/v2.13.0.md
- v2.12.0: release-notes/v2.12.0.md
- v2.11.0: release-notes/v2.11.0.md
- v2.10.0: release-notes/v2.10.0.md
- v2.9.0: release-notes/v2.9.0.md
- v2.8.5: release-notes/v2.8.5.md
- v2.8.2: release-notes/v2.8.2.md
- v2.6.0: release-notes/v2.6.0.md
- v2.5.1: release-notes/v2.5.1.md
- v2.5.0: release-notes/v2.5.0.md
- v2.4.0: release-notes/v2.4.0.md
- v2.3.1: release-notes/v2.3.1.md
- v2.3.0: release-notes/v2.3.0.md
- v2.0.0: release-notes/v2.0.0.md
- Architecture & internals:
- architecture/index.md
- System:
- Architecture: architecture/ARCHITECTURE.md
- Design notes: architecture/DESIGN.md
- Why deterministic: architecture/WHY_DETERMINISTIC.md
- Task lifecycle: architecture/LIFECYCLE.md
- Agent lifecycle diagram: diagrams/agent_lifecycle.md
- Task lifecycle diagram: diagrams/task_lifecycle.md
- Graphs: architecture/graphs.md
- Dependency resolver: architecture/DEPENDENCY_RESOLVER.md
- Quality pipeline: architecture/quality-pipeline.md
- Model routing: architecture/model-routing.md
- State persistence: architecture/state-persistence.md
- CAS store: architecture/cas-store.md
- Artifact storage: architecture/storage.md
- Permission modes: architecture/permission-modes.md
- Warm pool: architecture/warm-pool.md
- Adaptive parallelism: architecture/adaptive-parallelism.md
- Tiered context compaction: architecture/memory_tiers.md
- Skill packs: architecture/skills.md
- Orchestration approaches: architecture/orchestration-approaches.md
- Fast-path execution: architecture/fast-path-execution.md
- Batch routing: architecture/batch-routing.md
- Deadlock detection: architecture/deadlock-detection.md
- Context degradation detector: architecture/context-degradation-detector.md
- Protocol version negotiation: architecture/protocol-negotiation.md
- Task-payload schema registry: architecture/schema-registry.md
- Native subagent delegation: architecture/subagent-delegation.md
- Concepts:
- AST-aware reviewer chunks: concepts/ast-aware-chunking.md
- Fingerprint memoization: concepts/fingerprint-memoization.md
- Artifact lineage trail: concepts/artifact-lineage.md
- Feature contract: concepts/feature-contract.md
- Schema validation retry: concepts/schema-validation-retry.md
- Action cache and replay: concepts/action-cache.md
- Cache policy engine: concepts/cache-policy.md
- Discrete phase pipeline: concepts/phase-pipeline.md
- Spec-as-test loop: concepts/spec-as-test.md
- Abstracted code review: concepts/abstracted-code-review.md
- Agent mode profiles: concepts/agent-mode-profiles.md
- Best-of-N delegation: concepts/best-of-n.md
- Swarm migration: concepts/swarm-migration.md
- Wiki build: concepts/wiki-build.md
- JSONL memory log: concepts/jsonl-memory-log.md
- Prompt-to-repo scaffold: concepts/scaffold.md
- Team-hub conventions: concepts/team-hub.md
- Orchestrator hardening: concepts/orchestrator-hardening.md
- Agent lesson persistence: concepts/lesson-persistence.md
- Semantic caching: concepts/semantic-caching.md
- Orchestration internals:
- Task DAG: orchestration/task-dag.md
- Research activities: orchestration/research-activity.md
- Browser activities: orchestration/browser-activity.md
- Run actor: orchestration/run-actor.md
- Worker coordination: orchestration/worker-coordination.md
- Review gate: orchestration/review-gate.md
- Merge-gate repair: orchestration/gate-repair.md
- Failure taxonomy: orchestration/failure-taxonomy.md
- Federation: orchestration/federation.md
- Consensus scoring: quality/consensus-scoring.md
- Empirical confidence: quality/empirical-confidence.md
- Spec quality gate: planning/spec-quality-gate.md
- Multi-cell orchestration: orchestration/multi-cell.md
- Bulletin board: orchestration/bulletin-board.md
- Decisions (ADRs):
- Index: decisions/index.md
- Agent lifecycle: decisions/001-agent-lifecycle.md
- Self-evolution: decisions/003-self-evolution.md
- File-based state: decisions/004-file-based-state.md
- Short-lived agents: decisions/005-short-lived-agents.md
- No embedded LLM: decisions/006-no-embedded-llm.md
- Pluggy plugin system: decisions/007-pluggy-plugin-system.md
- Click for CLI: decisions/008-click-for-cli.md
- Lineage v1: decisions/009-lineage-v1.md
- Audit-chain default cost: decisions/010-audit-chain-default-cost.md
- Contribute:
- contributing/index.md
- Code review process: CODE_REVIEW.md
- Testing & CI hardening: contributing/testing.md
- Lifecycle hooks contract: contributing/hooks.md
- Git hooks: contributing/git-hooks.md
- Adapter contracts: contributing/adapter-contracts.md
- Writing adapters: adapters/ADAPTER_GUIDE.md
- Flake handling: contributing/flake-handling.md
- Demo recording: contributing/demo-recording.md
- Render freshness: contributing/render-freshness.md
- CI apps: maintainers/ci-apps.md
- Extended static analysis: ci/extended-static-analysis.md
- Release process: operations/release.md
- Docs drift playbook: playbooks/docs-drift.md
- Docs update sweep: playbooks/docs-update-sweep.md
- Docs source-of-truth notes: llm-citation-surface.md
- Trend scan automation: devops/trend-scan-automation.md
docs_dir: docs
strict: false
# Internal working notes live under docs/_internal/ and are not part of the
# published documentation set. Excluding them keeps them out of the built
# site and out of strict link validation.
# Setting exclude_docs replaces the MkDocs defaults, so restate them
# (dotfiles, /templates/) alongside the _internal guard.
# /assets/*.md holds render fragments (ASCII banner), not pages.
exclude_docs: |
.*
/templates/
_internal/
/assets/*.md
/i18n/