{
  "$schema": "../../schemas/manifests/harness-capability-matrix.schema.json",
  "version": 1,
  "generatedAt": "2026-03-28T00:00:00.000Z",
  "targets": [
    {
      "targetId": "codex",
      "displayName": "Codex",
      "supportLevel": "full",
      "capabilities": [
        {
          "capabilityId": "templates",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "targets/codex/adapter.json",
            "manifests/targets/core.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "adapter-and-manifest-review",
          "confidence": 0.99,
          "notes": "Codex ships first-class guidance and runtime packaging.",
          "fallbackBehavior": "Use AGENTS.md, .agents/skills/, and the hidden .hforge AI layer."
        },
        {
          "capabilityId": "workflow-validation",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "scripts/templates/powershell/Test-WorkflowContracts.ps1",
            "targets/codex/adapter.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "runtime-validator-review",
          "confidence": 0.94,
          "notes": "Codex can consume the shipped workflow validation surfaces.",
          "fallbackBehavior": "Run the package validators directly from the repository."
        },
        {
          "capabilityId": "repo-intelligence",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "scripts/intelligence/score-recommendations.mjs",
            "src/cli/commands/recommend.ts"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "cli-and-script-review",
          "confidence": 0.97,
          "notes": "Repo intelligence is a first-class Codex surface and compiles into the hidden `.hforge/` AI layer.",
          "fallbackBehavior": "Inspect `.hforge/runtime/index.json` and `.hforge/library/`, or run the intelligence scripts directly if the CLI is unavailable."
        },
        {
          "capabilityId": "recursive-structured-analysis",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "src/cli/commands/recursive.ts",
            "src/application/recursive/run-structured-analysis.ts",
            "targets/codex/adapter.json"
          ],
          "lastValidatedAt": "2026-03-28T00:00:00.000Z",
          "validationMethod": "recursive-runtime-and-adapter-review",
          "confidence": 0.95,
          "notes": "Codex promotes recursive structured analysis and environment-first Typed RLM through the shared runtime capability map, recursive execute and run commands, compact root frames, and durable session artifacts.",
          "fallbackBehavior": "Use `.hforge/runtime/recursive/language-capabilities.json`, recursive session artifacts, and the promoted recursive CLI surfaces for execute, inspect, score, and replay."
        },
        {
          "capabilityId": "flow-orchestration",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "src/cli/commands/flow.ts",
            "scripts/runtime/flow-status.mjs"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "flow-command-review",
          "confidence": 0.95,
          "notes": "Flow status and recovery are available for Codex workflows and should route through the hidden `.hforge/` AI layer rather than isolated target notes.",
          "fallbackBehavior": "Inspect `.hforge/runtime/index.json`, `.hforge/library/`, `.specify/state/flow-state.json`, and the generated flow docs directly."
        },
        {
          "capabilityId": "typed-hooks",
          "supportLevel": "partial",
          "supportMode": "documentation-only",
          "evidenceSource": [
            "docs/hooks/catalog.md",
            "targets/codex/adapter.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "docs-and-runtime-gap-review",
          "confidence": 0.84,
          "notes": "Codex ships hook authoring guidance, but not the same native runtime hook model as Claude Code.",
          "fallbackBehavior": "Use the docs and packaged hook manifests as references, then wire execution manually in the Codex target."
        },
        {
          "capabilityId": "maintenance",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "src/cli/commands/doctor.ts",
            "src/cli/commands/audit.ts",
            "src/cli/commands/diff-install.ts"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "maintenance-command-review",
          "confidence": 0.96,
          "notes": "Codex is a first-class maintenance target.",
          "fallbackBehavior": "Use the CLI maintenance commands directly from the packaged runtime."
        },
        {
          "capabilityId": "observability",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "scripts/runtime/report-effectiveness.mjs",
            "src/infrastructure/observability/local-metrics-store.ts"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "local-runtime-review",
          "confidence": 0.93,
          "notes": "Local observability is available for Codex workflows.",
          "fallbackBehavior": "Inspect .hforge/observability artifacts directly."
        }
      ]
    },
    {
      "targetId": "claude-code",
      "displayName": "Claude Code",
      "supportLevel": "full",
      "capabilities": [
        {
          "capabilityId": "templates",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "targets/claude-code/adapter.json",
            "manifests/targets/core.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "adapter-and-manifest-review",
          "confidence": 0.99,
          "notes": "Claude Code ships first-class guidance and runtime packaging.",
          "fallbackBehavior": "Use CLAUDE.md, .agents/skills/, and the hidden .hforge AI layer."
        },
        {
          "capabilityId": "workflow-validation",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "scripts/templates/powershell/Test-WorkflowContracts.ps1",
            "targets/claude-code/adapter.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "runtime-validator-review",
          "confidence": 0.95,
          "notes": "Workflow validation is available through the packaged validation bundle.",
          "fallbackBehavior": "Run the package validators directly from the repository."
        },
        {
          "capabilityId": "repo-intelligence",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "scripts/intelligence/score-recommendations.mjs",
            "src/cli/commands/recommend.ts"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "cli-and-script-review",
          "confidence": 0.97,
          "notes": "Repo intelligence is a first-class Claude Code surface and compiles into the hidden `.hforge/` AI layer.",
          "fallbackBehavior": "Inspect `.hforge/runtime/index.json` and `.hforge/library/`, or run the intelligence scripts directly if the CLI is unavailable."
        },
        {
          "capabilityId": "recursive-structured-analysis",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "src/cli/commands/recursive.ts",
            "src/application/recursive/run-structured-analysis.ts",
            "targets/claude-code/adapter.json"
          ],
          "lastValidatedAt": "2026-03-28T00:00:00.000Z",
          "validationMethod": "recursive-runtime-and-adapter-review",
          "confidence": 0.96,
          "notes": "Claude Code promotes recursive structured analysis and environment-first Typed RLM through the shared runtime capability map, recursive execute and run commands, compact root frames, and durable session artifacts.",
          "fallbackBehavior": "Use `.hforge/runtime/recursive/language-capabilities.json`, recursive session artifacts, and the promoted recursive CLI surfaces for execute, inspect, score, and replay."
        },
        {
          "capabilityId": "flow-orchestration",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "src/cli/commands/flow.ts",
            "scripts/runtime/flow-status.mjs"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "flow-command-review",
          "confidence": 0.96,
          "notes": "Flow status and recovery are available for Claude Code workflows and should route through the hidden `.hforge/` AI layer rather than isolated target notes.",
          "fallbackBehavior": "Inspect `.hforge/runtime/index.json`, `.hforge/library/`, `.specify/state/flow-state.json`, and the generated flow docs directly."
        },
        {
          "capabilityId": "typed-hooks",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "manifests/hooks/index.json",
            "targets/claude-code/adapter.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "hook-runtime-review",
          "confidence": 0.97,
          "notes": "Claude Code has the strongest native hook story in the current package.",
          "fallbackBehavior": "Use the shipped hook catalog and runtime docs."
        },
        {
          "capabilityId": "maintenance",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "src/cli/commands/doctor.ts",
            "src/cli/commands/audit.ts",
            "src/cli/commands/diff-install.ts"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "maintenance-command-review",
          "confidence": 0.96,
          "notes": "Claude Code is a first-class maintenance target.",
          "fallbackBehavior": "Use the CLI maintenance commands directly from the packaged runtime."
        },
        {
          "capabilityId": "observability",
          "supportLevel": "full",
          "supportMode": "native",
          "evidenceSource": [
            "scripts/runtime/report-effectiveness.mjs",
            "src/infrastructure/observability/local-metrics-store.ts"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "local-runtime-review",
          "confidence": 0.93,
          "notes": "Local observability is available for Claude Code workflows.",
          "fallbackBehavior": "Inspect .hforge/observability artifacts directly."
        }
      ]
    },
    {
      "targetId": "cursor",
      "displayName": "Cursor",
      "supportLevel": "partial",
      "capabilities": [
        {
          "capabilityId": "templates",
          "supportLevel": "partial",
          "supportMode": "documentation-only",
          "evidenceSource": [
            "targets/cursor/adapter.json",
            "docs/target-support-matrix.md"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "docs-and-adapter-review",
          "confidence": 0.88,
          "notes": "Cursor can consume packaged docs and portable guidance, but not a first-class runtime mapping.",
          "fallbackBehavior": "Use generated docs and manifests as the support surface instead of expecting a native Cursor runtime install."
        },
        {
          "capabilityId": "workflow-validation",
          "supportLevel": "partial",
          "supportMode": "documentation-only",
          "evidenceSource": [
            "targets/cursor/adapter.json",
            "scripts/templates/powershell/Test-WorkflowContracts.ps1"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "validator-portability-review",
          "confidence": 0.71,
          "notes": "Validation guidance is portable, but no Cursor-native runtime wiring is shipped.",
          "fallbackBehavior": "Run the validators from the repository rather than relying on a Cursor-specific runtime integration."
        },
        {
          "capabilityId": "repo-intelligence",
          "supportLevel": "partial",
          "supportMode": "translated",
          "evidenceSource": [
            "scripts/intelligence/score-recommendations.mjs",
            "targets/cursor/adapter.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "script-portability-review",
          "confidence": 0.82,
          "notes": "Repo intelligence is available as thin bridges, portable scripts, and generated hidden `.hforge/` state rather than a native Cursor runtime surface.",
          "fallbackBehavior": "Inspect `.hforge/runtime/index.json` and `.hforge/library/`, then run the intelligence scripts directly and treat the output as operator guidance."
        },
        {
          "capabilityId": "recursive-structured-analysis",
          "supportLevel": "partial",
          "supportMode": "translated",
          "evidenceSource": [
            "targets/cursor/adapter.json",
            "src/cli/commands/recursive.ts",
            "docs/agents.md"
          ],
          "lastValidatedAt": "2026-03-28T00:00:00.000Z",
          "validationMethod": "shared-runtime-promotion-review",
          "confidence": 0.84,
          "notes": "Cursor receives recursive structured-analysis and Typed RLM promotion through shared-runtime capability maps, compact root frames, and durable session artifacts rather than a native target runtime payload.",
          "fallbackBehavior": "Use `.hforge/runtime/recursive/language-capabilities.json` and recursive session artifacts as the honest support surface instead of claiming native Cursor parity."
        },
        {
          "capabilityId": "flow-orchestration",
          "supportLevel": "unsupported",
          "supportMode": "unsupported",
          "evidenceSource": [
            "targets/cursor/adapter.json",
            "docs/flow-orchestration.md"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "runtime-gap-review",
          "confidence": 0.94,
          "notes": "No first-class Cursor flow-state recovery surface is shipped beyond the hidden `.hforge/` runtime summary and bridge surfaces.",
          "fallbackBehavior": "Do not rely on packaged flow recovery for Cursor; use `.hforge/runtime/index.json` and the thin bridge surfaces only."
        },
        {
          "capabilityId": "typed-hooks",
          "supportLevel": "unsupported",
          "supportMode": "unsupported",
          "evidenceSource": [
            "targets/cursor/adapter.json",
            "manifests/hooks/index.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "runtime-gap-review",
          "confidence": 0.95,
          "notes": "Cursor does not have a packaged native hook runtime in this repository.",
          "fallbackBehavior": "Use hook docs as references only; do not claim native Cursor hook execution."
        },
        {
          "capabilityId": "maintenance",
          "supportLevel": "partial",
          "supportMode": "documentation-only",
          "evidenceSource": [
            "targets/cursor/adapter.json",
            "src/cli/commands/doctor.ts"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "command-portability-review",
          "confidence": 0.73,
          "notes": "Maintenance guidance is portable, but a Cursor-native runtime surface is not shipped.",
          "fallbackBehavior": "Run the maintenance commands from the repository rather than expecting Cursor-specific runtime integration."
        },
        {
          "capabilityId": "observability",
          "supportLevel": "partial",
          "supportMode": "documentation-only",
          "evidenceSource": [
            "targets/cursor/adapter.json",
            "scripts/runtime/report-effectiveness.mjs"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "script-portability-review",
          "confidence": 0.74,
          "notes": "Observability artifacts are portable, but no native Cursor runtime surface is shipped.",
          "fallbackBehavior": "Inspect the local observability artifacts directly from the repository."
        }
      ]
    },
    {
      "targetId": "opencode",
      "displayName": "OpenCode",
      "supportLevel": "partial",
      "capabilities": [
        {
          "capabilityId": "templates",
          "supportLevel": "partial",
          "supportMode": "documentation-only",
          "evidenceSource": [
            "targets/opencode/adapter.json",
            "docs/target-support-matrix.md"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "docs-and-adapter-review",
          "confidence": 0.88,
          "notes": "OpenCode can consume packaged docs and portable guidance, but not a first-class runtime mapping.",
          "fallbackBehavior": "Use generated docs and manifests as the support surface instead of expecting a native OpenCode runtime install."
        },
        {
          "capabilityId": "workflow-validation",
          "supportLevel": "partial",
          "supportMode": "documentation-only",
          "evidenceSource": [
            "targets/opencode/adapter.json",
            "scripts/templates/powershell/Test-WorkflowContracts.ps1"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "validator-portability-review",
          "confidence": 0.71,
          "notes": "Validation guidance is portable, but no OpenCode-native runtime wiring is shipped.",
          "fallbackBehavior": "Run the validators from the repository rather than relying on an OpenCode-specific runtime integration."
        },
        {
          "capabilityId": "repo-intelligence",
          "supportLevel": "partial",
          "supportMode": "translated",
          "evidenceSource": [
            "scripts/intelligence/score-recommendations.mjs",
            "targets/opencode/adapter.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "script-portability-review",
          "confidence": 0.82,
          "notes": "Repo intelligence is available as thin bridges, portable scripts, and generated hidden `.hforge/` state rather than a native OpenCode runtime surface.",
          "fallbackBehavior": "Inspect `.hforge/runtime/index.json` and `.hforge/library/`, then run the intelligence scripts directly and treat the output as operator guidance."
        },
        {
          "capabilityId": "recursive-structured-analysis",
          "supportLevel": "partial",
          "supportMode": "translated",
          "evidenceSource": [
            "targets/opencode/adapter.json",
            "src/cli/commands/recursive.ts",
            "docs/agents.md"
          ],
          "lastValidatedAt": "2026-03-28T00:00:00.000Z",
          "validationMethod": "shared-runtime-promotion-review",
          "confidence": 0.84,
          "notes": "OpenCode receives recursive structured-analysis and Typed RLM promotion through shared-runtime capability maps, compact root frames, and durable session artifacts rather than a native target runtime payload.",
          "fallbackBehavior": "Use `.hforge/runtime/recursive/language-capabilities.json` and recursive session artifacts as the honest support surface instead of claiming native OpenCode parity."
        },
        {
          "capabilityId": "flow-orchestration",
          "supportLevel": "unsupported",
          "supportMode": "unsupported",
          "evidenceSource": [
            "targets/opencode/adapter.json",
            "docs/flow-orchestration.md"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "runtime-gap-review",
          "confidence": 0.94,
          "notes": "No first-class OpenCode flow-state recovery surface is shipped beyond the hidden `.hforge/` runtime summary and bridge surfaces.",
          "fallbackBehavior": "Do not rely on packaged flow recovery for OpenCode; use `.hforge/runtime/index.json` and the thin bridge surfaces only."
        },
        {
          "capabilityId": "typed-hooks",
          "supportLevel": "unsupported",
          "supportMode": "unsupported",
          "evidenceSource": [
            "targets/opencode/adapter.json",
            "manifests/hooks/index.json"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "runtime-gap-review",
          "confidence": 0.95,
          "notes": "OpenCode does not have a packaged native hook runtime in this repository.",
          "fallbackBehavior": "Use hook docs as references only; do not claim native OpenCode hook execution."
        },
        {
          "capabilityId": "maintenance",
          "supportLevel": "partial",
          "supportMode": "documentation-only",
          "evidenceSource": [
            "targets/opencode/adapter.json",
            "src/cli/commands/doctor.ts"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "command-portability-review",
          "confidence": 0.73,
          "notes": "Maintenance guidance is portable, but an OpenCode-native runtime surface is not shipped.",
          "fallbackBehavior": "Run the maintenance commands from the repository rather than expecting OpenCode-specific runtime integration."
        },
        {
          "capabilityId": "observability",
          "supportLevel": "partial",
          "supportMode": "documentation-only",
          "evidenceSource": [
            "targets/opencode/adapter.json",
            "scripts/runtime/report-effectiveness.mjs"
          ],
          "lastValidatedAt": "2026-03-25T00:00:00.000Z",
          "validationMethod": "script-portability-review",
          "confidence": 0.74,
          "notes": "Observability artifacts are portable, but no native OpenCode runtime surface is shipped.",
          "fallbackBehavior": "Inspect the local observability artifacts directly from the repository."
        }
      ]
    },
    {
      "targetId": "generic-agent",
      "displayName": "Generic Agent",
      "supportLevel": "contract",
      "capabilities": [
        {
          "capabilityId": "templates",
          "supportLevel": "partial",
          "supportMode": "contract",
          "evidenceSource": [
            "targets/generic-agent/adapter.json",
            "manifests/targets/core.json"
          ],
          "lastValidatedAt": "2026-04-03T00:00:00.000Z",
          "validationMethod": "adapter-and-manifest-review",
          "confidence": 0.85,
          "notes": "Generic agents consume portable docs, manifests, and the hidden .hforge AI layer through contract-level surfaces.",
          "fallbackBehavior": "Use AGENTS.md, .agents/skills/, and the hidden .hforge AI layer."
        },
        {
          "capabilityId": "workflow-validation",
          "supportLevel": "unsupported",
          "supportMode": "unsupported",
          "evidenceSource": [
            "targets/generic-agent/adapter.json"
          ],
          "lastValidatedAt": "2026-04-03T00:00:00.000Z",
          "validationMethod": "adapter-review",
          "confidence": 0.95,
          "notes": "No workflow validation runtime is shipped for generic agents.",
          "fallbackBehavior": "Run the package validators directly from the repository if needed."
        },
        {
          "capabilityId": "repo-intelligence",
          "supportLevel": "partial",
          "supportMode": "contract",
          "evidenceSource": [
            "targets/generic-agent/adapter.json",
            "scripts/intelligence/score-recommendations.mjs"
          ],
          "lastValidatedAt": "2026-04-03T00:00:00.000Z",
          "validationMethod": "script-portability-review",
          "confidence": 0.80,
          "notes": "Repo intelligence is available through portable scripts and the hidden .hforge state layer.",
          "fallbackBehavior": "Inspect .hforge/runtime/index.json and .hforge/library/, then run the intelligence scripts directly."
        },
        {
          "capabilityId": "recursive-structured-analysis",
          "supportLevel": "partial",
          "supportMode": "contract",
          "evidenceSource": [
            "targets/generic-agent/adapter.json",
            "src/cli/commands/recursive.ts"
          ],
          "lastValidatedAt": "2026-04-03T00:00:00.000Z",
          "validationMethod": "shared-runtime-promotion-review",
          "confidence": 0.78,
          "notes": "Generic agents receive recursive structured-analysis through shared-runtime capability maps and session artifacts.",
          "fallbackBehavior": "Use .hforge/runtime/recursive/language-capabilities.json and recursive session artifacts."
        },
        {
          "capabilityId": "flow-orchestration",
          "supportLevel": "unsupported",
          "supportMode": "unsupported",
          "evidenceSource": [
            "targets/generic-agent/adapter.json"
          ],
          "lastValidatedAt": "2026-04-03T00:00:00.000Z",
          "validationMethod": "runtime-gap-review",
          "confidence": 0.95,
          "notes": "No flow-state recovery surface is shipped for generic agents.",
          "fallbackBehavior": "Do not rely on packaged flow recovery; use .hforge/runtime/index.json only."
        },
        {
          "capabilityId": "typed-hooks",
          "supportLevel": "unsupported",
          "supportMode": "unsupported",
          "evidenceSource": [
            "targets/generic-agent/adapter.json"
          ],
          "lastValidatedAt": "2026-04-03T00:00:00.000Z",
          "validationMethod": "runtime-gap-review",
          "confidence": 0.95,
          "notes": "Generic agents do not have a packaged hook runtime.",
          "fallbackBehavior": "Use hook docs as references only; do not claim native hook execution."
        },
        {
          "capabilityId": "maintenance",
          "supportLevel": "partial",
          "supportMode": "contract",
          "evidenceSource": [
            "targets/generic-agent/adapter.json",
            "src/cli/commands/doctor.ts"
          ],
          "lastValidatedAt": "2026-04-03T00:00:00.000Z",
          "validationMethod": "command-portability-review",
          "confidence": 0.70,
          "notes": "Maintenance commands are portable but not natively wired for generic agents.",
          "fallbackBehavior": "Run the maintenance commands from the repository directly."
        },
        {
          "capabilityId": "observability",
          "supportLevel": "unsupported",
          "supportMode": "unsupported",
          "evidenceSource": [
            "targets/generic-agent/adapter.json"
          ],
          "lastValidatedAt": "2026-04-03T00:00:00.000Z",
          "validationMethod": "runtime-gap-review",
          "confidence": 0.90,
          "notes": "No observability runtime is shipped for generic agents.",
          "fallbackBehavior": "Inspect .hforge/observability artifacts directly if available."
        }
      ]
    }
  ]
}