{
  "site_name": "Reliability Navigator",
  "generated_from": "toolkit_index.json",
  "boundary": "Synthetic public examples only. Do not add private logs, connector exports, credentials, local paths, or personal data.",
  "template_create_url": "https://github.com/new?template_owner=TheDarkniteFalls&template_name=reliable-ai-work-starter&visibility=private",
  "journeys": [
    {
      "id": "start_and_direct",
      "name": "Plan work or set rules",
      "description": "Define an AI-assisted task, private workspace, or coding-agent instructions before work begins."
    },
    {
      "id": "bound_and_prove",
      "name": "Check boundaries or evidence",
      "description": "Check publication safety, evidence scope, model output, or action authority and leave inspectable proof."
    },
    {
      "id": "evaluate_and_operate",
      "name": "Test or run a workflow",
      "description": "Exercise repeatable QA, evaluation, telemetry, generated systems, or deterministic state."
    }
  ],
  "maturity_definitions": {
    "flagship": "The most complete public implementation in the toolkit, with a documented integration surface.",
    "stable": "A focused example with deterministic checks and a deliberately narrow public contract.",
    "experimental": "A tested teaching pattern whose contract may still change as outside use reveals better boundaries."
  },
  "connected_paths": [
    {
      "id": "guide-bounded-work",
      "name": "Guide bounded AI work",
      "description": "Turn an idea into a private, authority-aware workflow with an inspectable review receipt.",
      "steps": [
        {
          "slug": "agent-operator-handbook",
          "name": "Agent Operator Handbook",
          "url": "https://github.com/TheDarkniteFalls/agent-operator-handbook",
          "role": "Define the task, evidence, approval points, and human decision boundary.",
          "proof": "The starter bundle contains the declared source, authority, review, and handoff files and passes its structural checks.",
          "limitation": "Guidance and templates do not enforce permissions or verify a live project."
        },
        {
          "slug": "reliable-ai-work-starter",
          "name": "Reliable AI Work Starter",
          "url": "https://github.com/TheDarkniteFalls/reliable-ai-work-starter",
          "role": "Keep the working sources, authority, review, and handoff state in a private folder.",
          "proof": "The declared starter files, setup boundary, template links, and public-safety text pass deterministic structural checks.",
          "limitation": "The starter does not run an agent, enforce permissions, inspect sources, or prove that a live workflow is useful."
        },
        {
          "slug": "agent-action-authority-examples",
          "name": "Agent Action Authority Examples",
          "url": "https://github.com/TheDarkniteFalls/agent-action-authority-examples",
          "role": "Classify proposed actions before execution and require a fresh grant when scope changes.",
          "proof": "Synthetic actions and scoped grants receive the expected allow, reject, or reapproval decisions.",
          "limitation": "The classifier does not execute actions, provide a sandbox, or infer security-relevant scope."
        },
        {
          "slug": "evidencegate",
          "name": "EvidenceGate",
          "url": "https://github.com/TheDarkniteFalls/evidencegate",
          "role": "Bind the claims, checks, changed paths, and review to the exact Git revision.",
          "proof": "Declared claims, checks, changed paths, review, and public-safety fields are tied to the exact Git revision supplied to the verifier.",
          "limitation": "It does not authenticate a reviewer, prove semantic correctness, or approve publication."
        }
      ]
    },
    {
      "id": "govern-coding-work",
      "name": "Govern coding-agent work",
      "description": "Set repository rules, compile only allowed context, test one important path, and leave revision-bound evidence.",
      "steps": [
        {
          "slug": "codex-project-instructions-starter",
          "name": "Codex Project Instructions Starter",
          "url": "https://github.com/TheDarkniteFalls/codex-project-instructions-starter",
          "role": "Write clear repository rules before a coding agent starts.",
          "proof": "The required instruction templates and examples are present and structurally valid.",
          "limitation": "Written instructions guide behavior but do not technically enforce it."
        },
        {
          "slug": "context-contract-compiler",
          "name": "Context Contract Compiler",
          "url": "https://github.com/TheDarkniteFalls/context-contract-compiler",
          "role": "Select only allowed context and detect when a later change makes the receipt stale.",
          "proof": "The synthetic compiler protects required records before ranking, explains every inclusion and exclusion, fails closed on invalid obligations, and rejects stale receipts deterministically.",
          "limitation": "Structured metadata and changes are supplied; the project does not discover runtime changes, authorize actions, verify truth, or prove downstream model safety."
        },
        {
          "slug": "green-spine-qa-pattern",
          "name": "Green-Spine QA Pattern",
          "url": "https://github.com/TheDarkniteFalls/green-spine-qa-pattern",
          "role": "Exercise one representative workflow with a memorable deterministic check.",
          "proof": "One representative synthetic path and its known-bad cases satisfy the named checkpoint.",
          "limitation": "A green spine deliberately does not prove every feature, path, or experience quality."
        },
        {
          "slug": "evidencegate",
          "name": "EvidenceGate",
          "url": "https://github.com/TheDarkniteFalls/evidencegate",
          "role": "Tie the review claim and check results to the exact change under review.",
          "proof": "Declared claims, checks, changed paths, review, and public-safety fields are tied to the exact Git revision supplied to the verifier.",
          "limitation": "It does not authenticate a reviewer, prove semantic correctness, or approve publication."
        }
      ]
    },
    {
      "id": "ground-model-output",
      "name": "Ground model output",
      "description": "Keep an answer inside supplied evidence, reject unsupported output, and record uncertainty without overstating it.",
      "steps": [
        {
          "slug": "context-boundary-examples",
          "name": "Context Boundary Examples",
          "url": "https://github.com/TheDarkniteFalls/context-boundary-examples",
          "role": "Check that the answer cites only the evidence supplied for the task.",
          "proof": "Expected answers cite only allowed sources and known unsupported or uncited outputs fail.",
          "limitation": "Grounding to supplied snippets does not establish that those snippets are true or current."
        },
        {
          "slug": "local-model-reliability-example",
          "name": "Local Model Reliability Example",
          "url": "https://github.com/TheDarkniteFalls/local-model-reliability-example",
          "role": "Reject unsupported, malformed, or hostile output before it enters trusted context.",
          "proof": "The frozen synthetic cases accept only the source-bound answer and reject missing or unapproved citations, unsupported release facts, false metadata, hostile echoes, raw source content, and malformed shapes before downstream context is allowed.",
          "limitation": "The gate calls no model or network, covers only the declared software-release fact profile and canaries, and does not establish source truth, general semantic correctness, live-model quality, or external adoption."
        },
        {
          "slug": "detecting-ai-deception",
          "name": "Detecting AI Deception",
          "url": "https://github.com/TheDarkniteFalls/detecting-ai-deception",
          "role": "Compare observable claims with observable evidence while keeping intent explicitly not-assessed.",
          "proof": "The dependency-free classifier shared by the browser and Node.js tests deterministically reproduces the declared findings for exactly six synthetic teaching cases; the static investigation uses no model, backend, account, analytics, or submitted data.",
          "limitation": "Intent is not-assessed: it does not infer deliberate lying, consciousness, or malicious intent, and six synthetic cases do not establish real-world prevalence, production behavior, or whole-system safety."
        },
        {
          "slug": "earned-confidence",
          "name": "Earned Confidence",
          "url": "https://github.com/TheDarkniteFalls/earned-confidence",
          "role": "Preserve the available evidence, unknowns, and policy-defined decision band.",
          "proof": "Type checking, behavioral tests, and the synthetic example preserve unknown state, evidence-key isolation, policy-defined bands, immutable snapshots, and deterministic serialization.",
          "limitation": "Observations are not authenticated, bands are not statistical, and the package supplies no persistence or authorization."
        },
        {
          "slug": "evidencegate",
          "name": "EvidenceGate",
          "url": "https://github.com/TheDarkniteFalls/evidencegate",
          "role": "Leave a revision-bound receipt for the checks and human review.",
          "proof": "Declared claims, checks, changed paths, review, and public-safety fields are tied to the exact Git revision supplied to the verifier.",
          "limitation": "It does not authenticate a reviewer, prove semantic correctness, or approve publication."
        }
      ]
    },
    {
      "id": "prepare-public-release",
      "name": "Prepare a public release",
      "description": "Review public-candidate material, run a meaningful product check, and preserve what was reviewed.",
      "steps": [
        {
          "slug": "public-repo-safety-kit",
          "name": "Public Repo Safety Kit",
          "url": "https://github.com/TheDarkniteFalls/public-repo-safety-kit",
          "role": "Inspect the candidate tree and Git metadata for common public-safety risks.",
          "proof": "The ordinary scan checks the supplied tree; Git-aware mode checks tracked and nonignored untracked candidates plus reachable commit author and committer email identities.",
          "limitation": "It does not scan historical file contents, replace a dedicated secret scanner or manual review, or grant permission to publish."
        },
        {
          "slug": "green-spine-qa-pattern",
          "name": "Green-Spine QA Pattern",
          "url": "https://github.com/TheDarkniteFalls/green-spine-qa-pattern",
          "role": "Run one named check that exercises the release's most important workflow.",
          "proof": "One representative synthetic path and its known-bad cases satisfy the named checkpoint.",
          "limitation": "A green spine deliberately does not prove every feature, path, or experience quality."
        },
        {
          "slug": "evidencegate",
          "name": "EvidenceGate",
          "url": "https://github.com/TheDarkniteFalls/evidencegate",
          "role": "Record the checked revision and the human publication review without granting publication authority.",
          "proof": "Declared claims, checks, changed paths, review, and public-safety fields are tied to the exact Git revision supplied to the verifier.",
          "limitation": "It does not authenticate a reviewer, prove semantic correctness, or approve publication."
        }
      ]
    },
    {
      "id": "evaluate-model-routes",
      "name": "Evaluate model routes",
      "description": "Protect scarce evaluation material, compare like-for-like workloads, and retain uncertainty and provenance.",
      "steps": [
        {
          "slug": "sealed-evaluation-pattern",
          "name": "Sealed Evaluation Pattern",
          "url": "https://github.com/TheDarkniteFalls/sealed-evaluation-pattern",
          "role": "Separate learning, calibration, and sealed material and retire revealed holdouts.",
          "proof": "The supplied record preserves the declared information zones, freeze order, digests, and retirement rule.",
          "limitation": "The checker is not a sandbox and cannot prove an access log is complete or authentic."
        },
        {
          "slug": "model-workload-telemetry",
          "name": "Model Workload Telemetry",
          "url": "https://github.com/TheDarkniteFalls/model-workload-telemetry",
          "role": "Compare model runs only within shared workload classes and preserve route provenance.",
          "proof": "The declared synthetic shared-task, receipt, and Phase 3 provenance checks pass.",
          "limitation": "The checks do not prove live-routing safety, production reliability, causal model superiority, cost efficiency, or statistical significance."
        },
        {
          "slug": "earned-confidence",
          "name": "Earned Confidence",
          "url": "https://github.com/TheDarkniteFalls/earned-confidence",
          "role": "Record what the evaluation supports, what remains unknown, and the decision snapshot.",
          "proof": "Type checking, behavioral tests, and the synthetic example preserve unknown state, evidence-key isolation, policy-defined bands, immutable snapshots, and deterministic serialization.",
          "limitation": "Observations are not authenticated, bands are not statistical, and the package supplies no persistence or authorization."
        },
        {
          "slug": "evidencegate",
          "name": "EvidenceGate",
          "url": "https://github.com/TheDarkniteFalls/evidencegate",
          "role": "Bind the evaluation claims, checks, and review to the exact revision.",
          "proof": "Declared claims, checks, changed paths, review, and public-safety fields are tied to the exact Git revision supplied to the verifier.",
          "limitation": "It does not authenticate a reviewer, prove semantic correctness, or approve publication."
        }
      ]
    },
    {
      "id": "verify-generated-workflow",
      "name": "Verify a generated workflow",
      "description": "Check generated structure, preserve legal state transitions, and exercise a representative journey.",
      "steps": [
        {
          "slug": "generated-system-qa-pattern",
          "name": "Generated-System QA Pattern",
          "url": "https://github.com/TheDarkniteFalls/generated-system-qa-pattern",
          "role": "Check freshness, integrity, reachability, services, and one declared journey.",
          "proof": "The supplied artifact matches its blueprint and satisfies the declared structural and journey requirements.",
          "limitation": "Structural readiness does not prove live UI freshness, domain quality, accessibility, or enjoyment."
        },
        {
          "slug": "ai-game-state-machine-pattern",
          "name": "AI Game State Machine Pattern",
          "url": "https://github.com/TheDarkniteFalls/ai-game-state-machine-pattern",
          "role": "Keep legal actions, obligations, save state, and replay deterministic.",
          "proof": "Illegal actions remain non-mutating, inspection is read-only, obligations persist, and seeded replay is deterministic.",
          "limitation": "State-machine correctness does not prove that the game is understandable, balanced, emotional, or fun."
        },
        {
          "slug": "green-spine-qa-pattern",
          "name": "Green-Spine QA Pattern",
          "url": "https://github.com/TheDarkniteFalls/green-spine-qa-pattern",
          "role": "Expose the most important end-to-end journey as one memorable health check.",
          "proof": "One representative synthetic path and its known-bad cases satisfy the named checkpoint.",
          "limitation": "A green spine deliberately does not prove every feature, path, or experience quality."
        },
        {
          "slug": "evidencegate",
          "name": "EvidenceGate",
          "url": "https://github.com/TheDarkniteFalls/evidencegate",
          "role": "Preserve the exact revision, check evidence, and human review boundary.",
          "proof": "Declared claims, checks, changed paths, review, and public-safety fields are tied to the exact Git revision supplied to the verifier.",
          "limitation": "It does not authenticate a reviewer, prove semantic correctness, or approve publication."
        }
      ]
    },
    {
      "id": "compare-agent-options",
      "name": "Compare agent options",
      "description": "Compare publisher-scoped agent evidence, frame a bounded decision, and gate any resulting action.",
      "steps": [
        {
          "slug": "agent-evidence-catalog",
          "name": "Agent Evidence Catalog",
          "url": "https://github.com/TheDarkniteFalls/agent-evidence-catalog",
          "role": "Compare exact versions, publisher claims, authority boundaries, and explicit unknowns.",
          "proof": "The synthetic catalog validates its exact-version profiles and receipts and rejects deliberate version, arithmetic, and unsupported-verification errors.",
          "limitation": "The check does not fetch publisher sources, run agents, verify live behavior, rank products, or establish suitability."
        },
        {
          "slug": "agent-operator-handbook",
          "name": "Agent Operator Handbook",
          "url": "https://github.com/TheDarkniteFalls/agent-operator-handbook",
          "role": "Turn the comparison into a bounded task with named evidence and human decisions.",
          "proof": "The starter bundle contains the declared source, authority, review, and handoff files and passes its structural checks.",
          "limitation": "Guidance and templates do not enforce permissions or verify a live project."
        },
        {
          "slug": "agent-action-authority-examples",
          "name": "Agent Action Authority Examples",
          "url": "https://github.com/TheDarkniteFalls/agent-action-authority-examples",
          "role": "Separate a proposed tool or agent action from permission to execute it.",
          "proof": "Synthetic actions and scoped grants receive the expected allow, reject, or reapproval decisions.",
          "limitation": "The classifier does not execute actions, provide a sandbox, or infer security-relevant scope."
        },
        {
          "slug": "evidencegate",
          "name": "EvidenceGate",
          "url": "https://github.com/TheDarkniteFalls/evidencegate",
          "role": "Record what was compared, checked, and reviewed at the exact revision.",
          "proof": "Declared claims, checks, changed paths, review, and public-safety fields are tied to the exact Git revision supplied to the verifier.",
          "limitation": "It does not authenticate a reviewer, prove semantic correctness, or approve publication."
        }
      ]
    }
  ],
  "repos": [
    {
      "slug": "agent-operator-handbook",
      "name": "Agent Operator Handbook",
      "url": "https://github.com/TheDarkniteFalls/agent-operator-handbook",
      "navigator_eligible": true,
      "problem_label": "Turn an idea or recurring job into bounded, reviewable work",
      "journey": "start_and_direct",
      "kind": "guide",
      "help_type": "guide",
      "maturity": "stable",
      "minutes": 5,
      "runtimes": [
        "no_code",
        "python"
      ],
      "runtime_label": "No code; Python optional",
      "use_when": "Turn an idea or recurring job into bounded, reviewable work.",
      "proof": "The starter bundle contains the declared source, authority, review, and handoff files and passes its structural checks.",
      "limitation": "Guidance and templates do not enforce permissions or verify a live project.",
      "command": "python3 scripts/check_starter_bundle.py",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Guidance only",
      "action": {
        "label": "Read the handbook",
        "url": "https://github.com/TheDarkniteFalls/agent-operator-handbook"
      },
      "no_code_first_action": "Read the five-minute operator loop and use its short brief to define your next AI-assisted task."
    },
    {
      "slug": "reliable-ai-work-starter",
      "name": "Reliable AI Work Starter",
      "url": "https://github.com/TheDarkniteFalls/reliable-ai-work-starter",
      "navigator_eligible": true,
      "problem_label": "Set up a private AI-work folder with clear sources, permissions, review, and handoff state",
      "journey": "start_and_direct",
      "kind": "starter",
      "help_type": "starter",
      "maturity": "experimental",
      "minutes": 10,
      "runtimes": [
        "no_code",
        "python"
      ],
      "runtime_label": "No code; Python optional",
      "use_when": "Set up a private AI-work folder with clear sources, permissions, review, and handoff state.",
      "proof": "The declared starter files, setup boundary, template links, and public-safety text pass deterministic structural checks.",
      "limitation": "The starter does not run an agent, enforce permissions, inspect sources, or prove that a live workflow is useful.",
      "command": "python3 -B check_starter.py",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": false
      },
      "operation": "Edits three named local files after approval",
      "action": {
        "label": "Create a private starter",
        "url": "https://github.com/new?template_owner=TheDarkniteFalls&template_name=reliable-ai-work-starter&visibility=private"
      },
      "no_code_first_action": "Preview the template README and its three starter files before deciding whether to create a private copy."
    },
    {
      "slug": "codex-project-instructions-starter",
      "name": "Codex Project Instructions Starter",
      "url": "https://github.com/TheDarkniteFalls/codex-project-instructions-starter",
      "navigator_eligible": true,
      "problem_label": "Give a coding agent clear project rules before it starts",
      "journey": "start_and_direct",
      "kind": "starter",
      "help_type": "starter",
      "maturity": "stable",
      "minutes": 10,
      "runtimes": [
        "no_code",
        "python"
      ],
      "runtime_label": "No code; Python optional",
      "use_when": "Give a coding agent clear project rules before it starts.",
      "proof": "The required instruction templates and examples are present and structurally valid.",
      "limitation": "Written instructions guide behavior but do not technically enforce it.",
      "command": "python3 check_templates.py",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Starter files; copying is optional",
      "action": {
        "label": "Open Codex Project Instructions Starter",
        "url": "https://github.com/TheDarkniteFalls/codex-project-instructions-starter"
      },
      "no_code_first_action": "Open the README and choose the smallest instruction template that fits your repository."
    },
    {
      "slug": "public-repo-safety-kit",
      "name": "Public Repo Safety Kit",
      "url": "https://github.com/TheDarkniteFalls/public-repo-safety-kit",
      "navigator_eligible": true,
      "problem_label": "Check a repository for publication risks before making it public",
      "journey": "bound_and_prove",
      "kind": "tool",
      "help_type": "runnable_check",
      "maturity": "stable",
      "minutes": 5,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3; Git for repository checks",
      "use_when": "Check a repository for publication risks before making it public.",
      "proof": "The ordinary scan checks the supplied tree; Git-aware mode checks tracked and nonignored untracked candidates plus reachable commit author and committer email identities.",
      "limitation": "It does not scan historical file contents, replace a dedicated secret scanner or manual review, or grant permission to publish.",
      "command": "python3 public_repo_guard.py --self-test",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Public Repo Safety Kit",
        "url": "https://github.com/TheDarkniteFalls/public-repo-safety-kit"
      }
    },
    {
      "slug": "earned-confidence",
      "name": "Earned Confidence",
      "url": "https://github.com/TheDarkniteFalls/earned-confidence",
      "navigator_eligible": true,
      "problem_label": "Record available evidence, remaining uncertainty, and what was known when a decision was made",
      "journey": "bound_and_prove",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "experimental",
      "minutes": 5,
      "runtimes": [
        "node"
      ],
      "runtime_label": "Node.js 22.6+",
      "use_when": "Record available evidence, remaining uncertainty, and what was known when a decision was made.",
      "proof": "Type checking, behavioral tests, and the synthetic example preserve unknown state, evidence-key isolation, policy-defined bands, immutable snapshots, and deterministic serialization.",
      "limitation": "Observations are not authenticated, bands are not statistical, and the package supplies no persistence or authorization.",
      "command": "npm run check",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Earned Confidence",
        "url": "https://github.com/TheDarkniteFalls/earned-confidence"
      }
    },
    {
      "slug": "evidencegate",
      "name": "EvidenceGate",
      "url": "https://github.com/TheDarkniteFalls/evidencegate",
      "navigator_eligible": true,
      "problem_label": "Create a compact review receipt for AI-assisted work",
      "journey": "bound_and_prove",
      "kind": "tool",
      "help_type": "runnable_check",
      "maturity": "flagship",
      "minutes": 5,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3",
      "use_when": "Create a compact review receipt for AI-assisted work.",
      "proof": "Declared claims, checks, changed paths, review, and public-safety fields are tied to the exact Git revision supplied to the verifier.",
      "limitation": "It does not authenticate a reviewer, prove semantic correctness, or approve publication.",
      "command": "python3 -B examples/run-v1-reference.py",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open EvidenceGate",
        "url": "https://github.com/TheDarkniteFalls/evidencegate"
      }
    },
    {
      "slug": "local-model-reliability-example",
      "name": "Local Model Reliability Example",
      "url": "https://github.com/TheDarkniteFalls/local-model-reliability-example",
      "navigator_eligible": true,
      "problem_label": "Prevent an ungrounded web answer from entering trusted agent context",
      "journey": "bound_and_prove",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "experimental",
      "minutes": 5,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3",
      "use_when": "Prevent an ungrounded web answer from entering trusted agent context.",
      "proof": "The frozen synthetic cases accept only the source-bound answer and reject missing or unapproved citations, unsupported release facts, false metadata, hostile echoes, raw source content, and malformed shapes before downstream context is allowed.",
      "limitation": "The gate calls no model or network, covers only the declared software-release fact profile and canaries, and does not establish source truth, general semantic correctness, live-model quality, or external adoption.",
      "command": "python3 grounded_answer_gate.py examples/grounded_answer_cases.json",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Local Model Reliability Example",
        "url": "https://github.com/TheDarkniteFalls/local-model-reliability-example"
      }
    },
    {
      "slug": "context-boundary-examples",
      "name": "Context Boundary Examples",
      "url": "https://github.com/TheDarkniteFalls/context-boundary-examples",
      "navigator_eligible": true,
      "problem_label": "Check that an answer stays within the evidence you supplied",
      "journey": "bound_and_prove",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "stable",
      "minutes": 5,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3",
      "use_when": "Check that an answer stays within the evidence you supplied.",
      "proof": "Expected answers cite only allowed sources and known unsupported or uncited outputs fail.",
      "limitation": "Grounding to supplied snippets does not establish that those snippets are true or current.",
      "command": "python3 context_boundary_check.py --self-test",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Context Boundary Examples",
        "url": "https://github.com/TheDarkniteFalls/context-boundary-examples"
      }
    },
    {
      "slug": "detecting-ai-deception",
      "name": "Detecting AI Deception",
      "url": "https://github.com/TheDarkniteFalls/detecting-ai-deception",
      "navigator_eligible": true,
      "problem_label": "Compare an AI claim with declared observable evidence in a deterministic synthetic teaching investigation",
      "journey": "bound_and_prove",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "experimental",
      "minutes": 5,
      "runtimes": [
        "node"
      ],
      "runtime_label": "Node.js 20+",
      "use_when": "Compare an AI claim with declared observable evidence in a deterministic synthetic teaching investigation.",
      "proof": "The dependency-free classifier shared by the browser and Node.js tests deterministically reproduces the declared findings for exactly six synthetic teaching cases; the static investigation uses no model, backend, account, analytics, or submitted data.",
      "limitation": "Intent is not-assessed: it does not infer deliberate lying, consciousness, or malicious intent, and six synthetic cases do not establish real-world prevalence, production behavior, or whole-system safety.",
      "command": "npm test",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open live Detecting AI Deception",
        "url": "https://thedarknitefalls.github.io/detecting-ai-deception/"
      }
    },
    {
      "slug": "agent-action-authority-examples",
      "name": "Agent Action Authority Examples",
      "url": "https://github.com/TheDarkniteFalls/agent-action-authority-examples",
      "navigator_eligible": true,
      "problem_label": "Classify a model or agent action before allowing it to run",
      "journey": "bound_and_prove",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "stable",
      "minutes": 5,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3",
      "use_when": "Classify a model or agent action before allowing it to run.",
      "proof": "Synthetic actions and scoped grants receive the expected allow, reject, or reapproval decisions.",
      "limitation": "The classifier does not execute actions, provide a sandbox, or infer security-relevant scope.",
      "command": "python3 action_authority_check.py --self-test",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Agent Action Authority Examples",
        "url": "https://github.com/TheDarkniteFalls/agent-action-authority-examples"
      }
    },
    {
      "slug": "agent-evidence-catalog",
      "name": "Agent Evidence Catalog",
      "url": "https://github.com/TheDarkniteFalls/agent-evidence-catalog",
      "navigator_eligible": true,
      "problem_label": "Compare exact agent versions, authority boundaries, publisher claims, and known gaps",
      "journey": "bound_and_prove",
      "kind": "tool",
      "help_type": "runnable_check",
      "maturity": "experimental",
      "minutes": 10,
      "runtimes": [
        "node"
      ],
      "runtime_label": "Node.js 20+",
      "use_when": "Compare exact agent versions, authority boundaries, publisher claims, and known gaps.",
      "proof": "The synthetic catalog validates its exact-version profiles and receipts and rejects deliberate version, arithmetic, and unsupported-verification errors.",
      "limitation": "The check does not fetch publisher sources, run agents, verify live behavior, rank products, or establish suitability.",
      "command": "node scripts/catalog.mjs test",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Agent Evidence Catalog",
        "url": "https://github.com/TheDarkniteFalls/agent-evidence-catalog"
      }
    },
    {
      "slug": "green-spine-qa-pattern",
      "name": "Green-Spine QA Pattern",
      "url": "https://github.com/TheDarkniteFalls/green-spine-qa-pattern",
      "navigator_eligible": true,
      "problem_label": "Keep one important automated workflow visibly healthy",
      "journey": "evaluate_and_operate",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "stable",
      "minutes": 5,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3",
      "use_when": "Keep one important automated workflow visibly healthy.",
      "proof": "One representative synthetic path and its known-bad cases satisfy the named checkpoint.",
      "limitation": "A green spine deliberately does not prove every feature, path, or experience quality.",
      "command": "python3 spine_green.py",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Green-Spine QA Pattern",
        "url": "https://github.com/TheDarkniteFalls/green-spine-qa-pattern"
      }
    },
    {
      "slug": "context-contract-compiler",
      "name": "Context Contract Compiler",
      "url": "https://github.com/TheDarkniteFalls/context-contract-compiler",
      "navigator_eligible": true,
      "problem_label": "Build only the allowed context for an AI task and detect when a late change makes it stale",
      "journey": "evaluate_and_operate",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "experimental",
      "minutes": 10,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3",
      "use_when": "Build only the allowed context for an AI task and detect when a late change makes it stale.",
      "proof": "The synthetic compiler protects required records before ranking, explains every inclusion and exclusion, fails closed on invalid obligations, and rejects stale receipts deterministically.",
      "limitation": "Structured metadata and changes are supplied; the project does not discover runtime changes, authorize actions, verify truth, or prove downstream model safety.",
      "command": "python3 -B context_compiler.py check",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Context Contract Compiler",
        "url": "https://github.com/TheDarkniteFalls/context-contract-compiler"
      }
    },
    {
      "slug": "sealed-evaluation-pattern",
      "name": "Sealed Evaluation Pattern",
      "url": "https://github.com/TheDarkniteFalls/sealed-evaluation-pattern",
      "navigator_eligible": true,
      "problem_label": "Keep evaluation answers hidden until scoring and retire calibration material after it is revealed",
      "journey": "evaluate_and_operate",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "experimental",
      "minutes": 10,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3",
      "use_when": "Keep evaluation answers hidden until scoring and retire calibration material after it is revealed.",
      "proof": "The supplied record preserves the declared information zones, freeze order, digests, and retirement rule.",
      "limitation": "The checker is not a sandbox and cannot prove an access log is complete or authentic.",
      "command": "python3 -B sealed_eval.py --self-test",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Sealed Evaluation Pattern",
        "url": "https://github.com/TheDarkniteFalls/sealed-evaluation-pattern"
      }
    },
    {
      "slug": "generated-system-qa-pattern",
      "name": "Generated-System QA Pattern",
      "url": "https://github.com/TheDarkniteFalls/generated-system-qa-pattern",
      "navigator_eligible": true,
      "problem_label": "Check generated data, required services, reachable content, and one representative user journey",
      "journey": "evaluate_and_operate",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "experimental",
      "minutes": 10,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3",
      "use_when": "Check generated data, required services, reachable content, and one representative user journey.",
      "proof": "The supplied artifact matches its blueprint and satisfies the declared structural and journey requirements.",
      "limitation": "Structural readiness does not prove live UI freshness, domain quality, accessibility, or enjoyment.",
      "command": "python3 -B generated_system_qa.py --self-test",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Generated-System QA Pattern",
        "url": "https://github.com/TheDarkniteFalls/generated-system-qa-pattern"
      }
    },
    {
      "slug": "model-workload-telemetry",
      "name": "Model Workload Telemetry",
      "url": "https://github.com/TheDarkniteFalls/model-workload-telemetry",
      "navigator_eligible": true,
      "problem_label": "Compare models on the same task while preserving provenance for every run",
      "journey": "evaluate_and_operate",
      "kind": "tool",
      "help_type": "runnable_check",
      "maturity": "experimental",
      "minutes": 10,
      "runtimes": [
        "python"
      ],
      "runtime_label": "Python 3",
      "use_when": "Compare models on the same task while preserving provenance for every run.",
      "proof": "The declared synthetic shared-task, receipt, and Phase 3 provenance checks pass.",
      "limitation": "The checks do not prove live-routing safety, production reliability, causal model superiority, cost efficiency, or statistical significance.",
      "command": "python3 -B model_workload_telemetry.py --self-test",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open Model Workload Telemetry",
        "url": "https://github.com/TheDarkniteFalls/model-workload-telemetry"
      }
    },
    {
      "slug": "ai-game-state-machine-pattern",
      "name": "AI Game State Machine Pattern",
      "url": "https://github.com/TheDarkniteFalls/ai-game-state-machine-pattern",
      "navigator_eligible": true,
      "problem_label": "Keep valid actions and unresolved obligations consistent when an AI game is saved and replayed",
      "journey": "evaluate_and_operate",
      "kind": "pattern",
      "help_type": "runnable_check",
      "maturity": "experimental",
      "minutes": 10,
      "runtimes": [
        "node"
      ],
      "runtime_label": "Node.js 20+",
      "use_when": "Keep valid actions and unresolved obligations consistent when an AI game is saved and replayed.",
      "proof": "Illegal actions remain non-mutating, inspection is read-only, obligations persist, and seeded replay is deterministic.",
      "limitation": "State-machine correctness does not prove that the game is understandable, balanced, emotional, or fun.",
      "command": "npm test",
      "constraints": {
        "local": true,
        "no_model": true,
        "no_network": true,
        "read_only": true
      },
      "operation": "Read-only check; examples may use temporary files",
      "action": {
        "label": "Open AI Game State Machine Pattern",
        "url": "https://github.com/TheDarkniteFalls/ai-game-state-machine-pattern"
      }
    }
  ]
}