{
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  "bottomNav": "mobile",
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    "frameworks/forensics-complete",
    "frameworks/forensics-complete/ai-assisted-forensics",
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    "addons/ralph/executable-feedback-guide",
    "addons/ralph/reflection-memory-guide",
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    "addons/voice-framework/quickstart",
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    "cockpit/architecture",
    "cockpit/surfaces",
    "cockpit/sessions",
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    "serve-guide",
    "concierge-guide",
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    "storage/security",
    "providers",
    "providers/capability-matrix",
    "project-local/overview",
    "mcp/profiles",
    "mcp/codex-profiles",
    "configuration/setup-manifest",
    "getting-started/README",
    "mcp",
    "configuration",
    "frameworks/forensics-complete/agent-examples",
    "frameworks/forensics-complete/agent-examples/container-analyst-examples",
    "frameworks/forensics-complete/agent-examples/container-analyst-playbook",
    "frameworks/forensics-complete/agent-examples/log-analyst-examples",
    "frameworks/forensics-complete/agent-examples/network-analyst-examples",
    "frameworks/forensics-complete/agent-examples/network-analyst-playbook",
    "frameworks/forensics-complete/agent-examples/persistence-hunter-examples",
    "frameworks/forensics-complete/agent-examples/persistence-hunter-playbook",
    "frameworks/forensics-complete/agent-examples/triage-agent-examples",
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    "frameworks/media-curator/agent-examples",
    "frameworks/media-curator/agent-examples/acquisition-manager-examples",
    "frameworks/media-marketing-kit/agent-examples",
    "frameworks/media-marketing-kit/agent-examples/accessibility-checker-examples",
    "frameworks/media-marketing-kit/agent-examples/campaign-orchestrator-examples",
    "frameworks/media-marketing-kit/agent-examples/legal-reviewer-examples",
    "frameworks/media-marketing-kit/agent-examples/marketing-project-manager-examples",
    "frameworks/media-marketing-kit/agent-examples/reporting-specialist-examples",
    "frameworks/media-marketing-kit/agent-examples/workflow-coordinator-examples",
    "frameworks/research-complete/agent-examples",
    "frameworks/research-complete/agent-examples/citation-agent-examples",
    "frameworks/research-complete/agent-examples/discovery-agent-examples",
    "frameworks/research-complete/agent-examples/documentation-agent-examples",
    "frameworks/research-complete/agent-examples/quality-agent-examples",
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    "frameworks/research-complete/corpus-data-model",
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    "frameworks/sdlc-complete/agent-examples/compliance-checker-examples",
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    "frameworks/sdlc-complete/agent-examples/kubernetes-expert-examples",
    "frameworks/sdlc-complete/agent-examples/laziness-detector-examples",
    "frameworks/sdlc-complete/agent-examples/migration-planner-examples",
    "frameworks/sdlc-complete/agent-examples/mobile-developer-examples",
    "frameworks/sdlc-complete/agent-examples/multi-cloud-strategist-examples",
    "frameworks/sdlc-complete/agent-examples/progress-tracker-examples",
    "frameworks/sdlc-complete/agent-examples/prompt-reinforcement-examples",
    "frameworks/sdlc-complete/agent-examples/react-expert-examples",
    "frameworks/sdlc-complete/agent-examples/recovery-orchestrator-examples",
    "frameworks/sdlc-complete/agent-examples/regression-analyst-examples",
    "frameworks/sdlc-complete/agent-examples/requirements-analyst-examples",
    "frameworks/sdlc-complete/agent-examples/security-auditor-examples",
    "frameworks/sdlc-complete/agent-examples/security-auditor-owasp-checklist",
    "frameworks/sdlc-complete/agent-examples/spring-boot-expert-examples",
    "frameworks/sdlc-complete/agent-examples/technical-debt-analyst-examples",
    "frameworks/sdlc-complete/agent-examples/technical-writer-examples",
    "frameworks/sdlc-complete/agent-examples/test-documenter-examples",
    "frameworks/sdlc-complete/agent-examples/test-engineer-examples",
    "addons/agent-loop",
    "addons/agent-loop/agent-persistence-integration",
    "addons/agent-loop/best-practices",
    "addons/agent-loop/cross-loop-learning",
    "addons/agent-loop/examples",
    "addons/agent-loop/examples/coverage",
    "addons/agent-loop/examples/migration",
    "addons/agent-loop/examples/test-fix-loop",
    "addons/agent-loop/executable-feedback-guide",
    "addons/agent-loop/quickstart",
    "addons/agent-loop/reflection-memory-guide",
    "addons/agent-loop/troubleshooting",
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    "addons/aiwg-fleet",
    "addons/aiwg-fleet/provider-activation",
    "addons/aiwg-utils/agent-examples",
    "addons/aiwg-utils/agent-examples/aiwg-steward-examples",
    "addons/aiwg-utils/agent-examples/aiwg-steward-routing-reference",
    "addons/aiwg-utils/security/supply-chain/external-npm",
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    "addons/aiwg-utils/security/supply-chain/external-npm/_template",
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    "addons/aiwg-utils/security/supply-chain/external-npm/zod",
    "addons/llm-wiki",
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    "addons/llm-wiki/obsidian-integration",
    "addons/nlp-prod",
    "addons/nlp-prod/eval-loop",
    "addons/nlp-prod/patterns",
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    "frameworks/media-curator/type-flexible-curation"
  ],
  "sections": [
    {
      "id": "welcome",
      "title": "Home",
      "summary": "AIWG documentation home",
      "file": "welcome.html"
    },
    {
      "id": "getting-started",
      "title": "Getting Started",
      "summary": "Install and use AIWG"
    },
    {
      "id": "getting-started/start-here",
      "title": "Start Here",
      "summary": "Beginner path from plain-language goal to first useful AIWG result",
      "file": "getting-started/start-here.md",
      "parent": "getting-started"
    },
    {
      "id": "agentic-install-runbook",
      "title": "Agentic Install Runbook",
      "summary": "Canonical zero-to-running setup path for agents and stewards",
      "file": "agentic-install-runbook.md",
      "parent": "getting-started"
    },
    {
      "id": "getting-started/language-map",
      "title": "Beginner Language Map",
      "summary": "Translate plain-language goals into AIWG discovery paths",
      "file": "getting-started/language-map.md",
      "parent": "getting-started"
    },
    {
      "id": "getting-started/first-success-ask-steward",
      "title": "Ask The Steward To Route You",
      "summary": "First-success recipe for getting one AIWG recommendation from the steward",
      "file": "getting-started/first-success-ask-steward.md",
      "parent": "getting-started"
    },
    {
      "id": "getting-started/first-success-find-capability",
      "title": "Find One Capability",
      "summary": "First-success recipe for finding one AIWG capability",
      "file": "getting-started/first-success-find-capability.md",
      "parent": "getting-started"
    },
    {
      "id": "getting-started/first-success-start-intake",
      "title": "Start A Project Intake",
      "summary": "First-success recipe for starting an AIWG intake",
      "file": "getting-started/first-success-start-intake.md",
      "parent": "getting-started"
    },
    {
      "id": "getting-started/verify-aiwg-is-working",
      "title": "Verify AIWG Is Working",
      "summary": "First-success recipe for verifying installation and discovery",
      "file": "getting-started/verify-aiwg-is-working.md",
      "parent": "getting-started"
    },
    {
      "id": "overview/what-is-aiwg",
      "title": "What is AIWG?",
      "summary": "Framework overview and key concepts",
      "file": "overview/what-is-aiwg.md",
      "parent": "getting-started"
    },
    {
      "id": "overview/executive-brief",
      "title": "Executive Brief",
      "summary": "High-level summary for decision makers",
      "file": "overview/executive-brief.md",
      "parent": "getting-started"
    },
    {
      "id": "getting-started/prerequisites",
      "title": "Prerequisites",
      "summary": "System requirements and setup",
      "file": "getting-started/prerequisites.md",
      "parent": "getting-started"
    },
    {
      "id": "security/supply-chain-hardening",
      "title": "npm Supply-Chain Hardening",
      "summary": "Harden npm projects against install-time malware and publish-path abuse",
      "file": "security/supply-chain-hardening.md",
      "parent": "getting-started"
    },
    {
      "id": "quickstart",
      "title": "Quick Start",
      "summary": "Install and deploy in 5 minutes",
      "file": "quickstart.md",
      "parent": "getting-started"
    },
    {
      "id": "intake-guide",
      "title": "Intake Guide",
      "summary": "Start projects with structured intake",
      "file": "intake-guide.md",
      "parent": "getting-started"
    },
    {
      "id": "regenerate-guide",
      "title": "Regenerate Guide",
      "summary": "Enable intelligent integration",
      "file": "regenerate-guide.md",
      "parent": "getting-started"
    },
    {
      "id": "integrations",
      "title": "Platform Setup",
      "summary": "Configure your AI coding platform",
      "collapsed": true,
      "parent": "getting-started"
    },
    {
      "id": "integrations/cross-platform-overview",
      "title": "Overview",
      "summary": "Cross-platform comparison",
      "file": "integrations/cross-platform-overview.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/claude-code-quickstart",
      "title": "Claude Code",
      "summary": "Setup for Claude Code",
      "file": "integrations/claude-code-quickstart.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/factory-quickstart",
      "title": "Factory AI",
      "summary": "Setup for Factory",
      "file": "integrations/factory-quickstart.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/cursor-quickstart",
      "title": "Cursor",
      "summary": "Setup for Cursor",
      "file": "integrations/cursor-quickstart.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/copilot-quickstart",
      "title": "GitHub Copilot",
      "summary": "Setup for Copilot",
      "file": "integrations/copilot-quickstart.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/codex-quickstart",
      "title": "OpenAI Codex",
      "summary": "Setup for Codex CLI",
      "file": "integrations/codex-quickstart.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/opencode-quickstart",
      "title": "OpenCode",
      "summary": "Setup for OpenCode",
      "file": "integrations/opencode-quickstart.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/warp-terminal-quickstart",
      "title": "Warp Terminal",
      "summary": "Setup for Warp",
      "file": "integrations/warp-terminal-quickstart.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/windsurf-quickstart",
      "title": "Windsurf",
      "summary": "Setup for Windsurf",
      "file": "integrations/windsurf-quickstart.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/hermes-quickstart",
      "title": "Hermes Agent",
      "summary": "Setup AIWG as an MCP sidecar for Hermes Agent",
      "file": "integrations/hermes-quickstart.md",
      "parent": "integrations"
    },
    {
      "id": "integrations/cross-platform-config",
      "title": "Configuration",
      "summary": "Shared configuration across platforms",
      "file": "integrations/cross-platform-config.md",
      "parent": "integrations"
    },
    {
      "id": "openclaw-guide",
      "title": "OpenClaw Guide",
      "summary": "Deploy to OpenClaw — 10th platform, first with native behaviors support. ClawHub publication and ~/.openclaw/ structure.",
      "file": "openclaw-guide.md",
      "parent": "integrations"
    },
    {
      "id": "quickstart-sdlc",
      "title": "SDLC Framework",
      "summary": "Software development workflows",
      "file": "quickstart-sdlc.md",
      "parent": "getting-started"
    },
    {
      "id": "quickstart-mmk",
      "title": "Marketing Kit",
      "summary": "Marketing workflows",
      "file": "quickstart-mmk.md",
      "parent": "getting-started"
    },
    {
      "id": "guides",
      "title": "Guides",
      "summary": "Learn AI model optimization and prompting techniques"
    },
    {
      "id": "models",
      "title": "Model Optimization",
      "summary": "Get the best results from AI models",
      "collapsed": true,
      "parent": "guides"
    },
    {
      "id": "models/claude-optimization",
      "title": "Claude",
      "summary": "Claude context and tool patterns",
      "file": "models/claude-optimization.md",
      "parent": "models"
    },
    {
      "id": "models/gpt-optimization",
      "title": "GPT",
      "summary": "GPT function calling and outputs",
      "file": "models/gpt-optimization.md",
      "parent": "models"
    },
    {
      "id": "models/local-models",
      "title": "Local Models",
      "summary": "Quantization and local deployment",
      "file": "models/local-models.md",
      "parent": "models"
    },
    {
      "id": "models/hybrid-architectures",
      "title": "Hybrid Architectures",
      "summary": "Multi-model routing strategies",
      "file": "models/hybrid-architectures.md",
      "parent": "models"
    },
    {
      "id": "prompting",
      "title": "Prompting Techniques",
      "summary": "Advanced prompting strategies",
      "collapsed": true,
      "parent": "guides"
    },
    {
      "id": "prompting/chain-of-thought",
      "title": "Chain-of-Thought",
      "summary": "Structured reasoning patterns",
      "file": "prompting/chain-of-thought.md",
      "parent": "prompting"
    },
    {
      "id": "prompting/context-optimization",
      "title": "Context Optimization",
      "summary": "Managing context windows effectively",
      "file": "prompting/context-optimization.md",
      "parent": "prompting"
    },
    {
      "id": "prompting/few-shot-learning",
      "title": "Few-Shot Learning",
      "summary": "Example selection and formatting",
      "file": "prompting/few-shot-learning.md",
      "parent": "prompting"
    },
    {
      "id": "prompting/role-based-prompting",
      "title": "Role-Based Prompting",
      "summary": "Persona design and voice",
      "file": "prompting/role-based-prompting.md",
      "parent": "prompting"
    },
    {
      "id": "reference",
      "title": "Reference",
      "summary": "CLI commands, configuration, and API docs"
    },
    {
      "id": "CLI_USAGE",
      "title": "CLI Reference",
      "summary": "Complete command line usage",
      "file": "CLI_USAGE.md",
      "parent": "reference"
    },
    {
      "id": "local-issues",
      "title": "Local Issues",
      "summary": "Project-local issue tracker under .aiwg/issues/",
      "file": "local-issues.md",
      "parent": "reference"
    },
    {
      "id": "cli-reference",
      "title": "All Commands",
      "summary": "Every aiwg command with examples",
      "file": "cli-reference.md",
      "parent": "reference"
    },
    {
      "id": "fortemi-core-prebuilt-indices",
      "title": "Fortemi Core Prebuilt Indices",
      "summary": "Packaged Fortemi Core framework index artifacts and release gates",
      "file": "fortemi-core-prebuilt-indices.md",
      "parent": "reference"
    },
    {
      "id": "user-level-indices",
      "title": "User-Level Indices",
      "summary": "Shared user-level capability and corpus indices",
      "file": "user-level-indices.md",
      "parent": "reference"
    },
    {
      "id": "user-level-project-memory",
      "title": "User-Level Project Memory",
      "summary": "Private per-project AIWG memory registry under ~/.aiwg/projects",
      "file": "user-level-project-memory.md",
      "parent": "reference"
    },
    {
      "id": "ralph-guide",
      "title": "Agent Loop Guide",
      "summary": "Iterative AI task execution with automatic recovery",
      "file": "ralph-guide.md",
      "parent": "reference"
    },
    {
      "id": "simple-language-translations",
      "title": "Natural Language Reference",
      "summary": "Maps everyday phrases to AIWG commands",
      "file": "simple-language-translations.md",
      "parent": "reference"
    },
    {
      "id": "mention-utilities",
      "title": "@-Mention Utilities",
      "summary": "Traceability references and linking",
      "file": "mention-utilities.md",
      "parent": "reference"
    },
    {
      "id": "deploy-generators",
      "title": "Deploy Generators",
      "summary": "Deployment configurations",
      "file": "deploy-generators.md",
      "parent": "reference"
    },
    {
      "id": "configuration/model-configuration",
      "title": "Model Configuration",
      "summary": "Configure AI model settings",
      "file": "configuration/model-configuration.md",
      "parent": "reference"
    },
    {
      "id": "hook-patterns",
      "title": "Hook Patterns",
      "summary": "Lifecycle event hooks",
      "file": "hook-patterns.md",
      "parent": "reference"
    },
    {
      "id": "mcp/README",
      "title": "MCP Server",
      "summary": "Model Context Protocol integration",
      "file": "mcp/README.md",
      "parent": "reference"
    },
    {
      "id": "plugin-marketplace-guide",
      "title": "Plugin Marketplace",
      "summary": "Install and manage plugins",
      "file": "plugin-marketplace-guide.md",
      "parent": "reference"
    },
    {
      "id": "daemon-guide",
      "title": "Daemon Mode",
      "summary": "Background daemon operations",
      "file": "daemon-guide.md",
      "parent": "reference"
    },
    {
      "id": "soul-md-guide",
      "title": "SOUL.md — Agent Identity",
      "summary": "Give agents persistent character: worldview, opinions, reasoning traits. soul-create, soul-enable, soul-blend.",
      "file": "soul-md-guide.md",
      "parent": "reference"
    },
    {
      "id": "messaging-guide",
      "title": "Messaging",
      "summary": "Chat platform integration",
      "file": "messaging-guide.md",
      "parent": "reference"
    },
    {
      "id": "behaviors-guide",
      "title": "Behaviors",
      "summary": "Behavior bundles — directives and toolsets for daemon-governed agents",
      "file": "behaviors-guide.md",
      "parent": "reference"
    },
    {
      "id": "frameworks",
      "title": "Framework Docs",
      "summary": "Deep guides for each installed framework",
      "collapsed": true,
      "parent": "reference"
    },
    {
      "id": "addons",
      "title": "Addon Docs",
      "summary": "Guides and references for each installed addon",
      "collapsed": true,
      "parent": "reference"
    },
    {
      "id": "tools",
      "title": "Tool Internals",
      "summary": "API references and implementation guides for built-in tools",
      "collapsed": true,
      "parent": "reference"
    },
    {
      "id": "customizing",
      "title": "Customizing AIWG",
      "summary": "Extend, build, and contribute components"
    },
    {
      "id": "extensions",
      "title": "Extension System",
      "summary": "Architecture and types",
      "collapsed": true,
      "parent": "customizing"
    },
    {
      "id": "extensions/overview",
      "title": "Overview",
      "summary": "Extension architecture",
      "file": "extensions/overview.md",
      "parent": "extensions"
    },
    {
      "id": "extensions/creating-extensions",
      "title": "Creating Extensions",
      "summary": "Build custom extensions",
      "file": "extensions/creating-extensions.md",
      "parent": "extensions"
    },
    {
      "id": "extensions/extension-types",
      "title": "Extension Types",
      "summary": "Complete type reference",
      "file": "extensions/extension-types.md",
      "parent": "extensions"
    },
    {
      "id": "development",
      "title": "Addons & Frameworks",
      "summary": "Package reusable components",
      "collapsed": true,
      "parent": "customizing"
    },
    {
      "id": "development/devkit-overview",
      "title": "Devkit Overview",
      "summary": "Development toolkit",
      "file": "development/devkit-overview.md",
      "parent": "development"
    },
    {
      "id": "development/addon-creation-guide",
      "title": "Creating Addons",
      "summary": "Build addon packages",
      "file": "development/addon-creation-guide.md",
      "parent": "development"
    },
    {
      "id": "development/extension-creation-guide",
      "title": "Creating Extensions",
      "summary": "Build standalone extensions",
      "file": "development/extension-creation-guide.md",
      "parent": "development"
    },
    {
      "id": "development/framework-creation-guide",
      "title": "Creating Frameworks",
      "summary": "Build complete frameworks",
      "file": "development/framework-creation-guide.md",
      "parent": "development"
    },
    {
      "id": "development/skill-creation-guide",
      "title": "Creating Skills",
      "summary": "Build reusable skills",
      "file": "development/skill-creation-guide.md",
      "parent": "development"
    },
    {
      "id": "development/walkthrough-create-addon",
      "title": "Addon Walkthrough",
      "summary": "Step-by-step addon tutorial",
      "file": "development/walkthrough-create-addon.md",
      "parent": "development"
    },
    {
      "id": "development/file-placement-guide",
      "title": "File Placement",
      "summary": "Where files belong in the project",
      "file": "development/file-placement-guide.md",
      "parent": "development"
    },
    {
      "id": "commands",
      "title": "Commands",
      "summary": "Build slash commands",
      "collapsed": true,
      "parent": "customizing"
    },
    {
      "id": "commands/DEVELOPMENT_GUIDE",
      "title": "Development Guide",
      "summary": "Creating commands",
      "file": "commands/DEVELOPMENT_GUIDE.md",
      "parent": "commands"
    },
    {
      "id": "commands/development-commands-examples",
      "title": "Examples",
      "summary": "Command usage examples",
      "file": "commands/development-commands-examples.md",
      "parent": "commands"
    },
    {
      "id": "commands/subagents-and-commands-guide",
      "title": "Subagents",
      "summary": "Work with subagents",
      "file": "commands/subagents-and-commands-guide.md",
      "parent": "commands"
    },
    {
      "id": "smithing",
      "title": "Smithing",
      "summary": "Generate tools and MCP servers dynamically",
      "collapsed": true,
      "parent": "customizing"
    },
    {
      "id": "smithing/agentic-smiths",
      "title": "Agentic Smiths",
      "summary": "Generate agents and skills on demand",
      "file": "smithing/agentic-smiths.md",
      "parent": "smithing"
    },
    {
      "id": "smithing/toolsmith",
      "title": "Toolsmith",
      "summary": "Create automation tools",
      "file": "smithing/toolsmith.md",
      "parent": "smithing"
    },
    {
      "id": "smithing/mcpsmith",
      "title": "MCP Smith",
      "summary": "Generate MCP servers",
      "file": "smithing/mcpsmith.md",
      "parent": "smithing"
    },
    {
      "id": "smithing/graduating-creations",
      "title": "Graduating Creations",
      "summary": "Promote to production",
      "file": "smithing/graduating-creations.md",
      "parent": "smithing"
    },
    {
      "id": "contributing",
      "title": "Contributing",
      "summary": "Contribute to the AIWG project",
      "collapsed": true,
      "parent": "customizing"
    },
    {
      "id": "contributing/contributor-quickstart",
      "title": "Contributor Guide",
      "summary": "Getting started as a contributor",
      "file": "contributing/contributor-quickstart.md",
      "parent": "contributing"
    },
    {
      "id": "contributing/maintainer-review-guide",
      "title": "Maintainer Guide",
      "summary": "Review and merge process",
      "file": "contributing/maintainer-review-guide.md",
      "parent": "contributing"
    },
    {
      "id": "contributing/testing-requirements",
      "title": "Testing Requirements",
      "summary": "Test standards for contributions",
      "file": "contributing/testing-requirements.md",
      "parent": "contributing"
    },
    {
      "id": "contributing/publishing-blog-posts",
      "title": "Publishing Blog Posts",
      "summary": "Blog source-of-truth model, frontmatter spec, and publish flow",
      "file": "contributing/publishing-blog-posts.md",
      "parent": "contributing"
    },
    {
      "id": "blog",
      "title": "Blog",
      "summary": "AIWG engineering blog",
      "collapsed": true
    },
    {
      "id": "blog/2026-6-aiwg-june-2026-report",
      "title": "AIWG — June 2026 Report",
      "summary": "A month-end report covering Cockpit, OpenHuman support, plain-words search, media research notes, and leaner startup context.",
      "file": "blog/2026-6-aiwg-june-2026-report.md",
      "parent": "blog"
    },
    {
      "id": "blog/2026-6-aiwg-cockpit-desktop-control-plane",
      "title": "Your agents, your desktop: the AIWG Cockpit",
      "summary": "June shipped provider #11, declarative Flows, and cross-stack Missions. Next: a local desktop control plane over every agentic stack you run.",
      "file": "blog/2026-6-aiwg-cockpit-desktop-control-plane.md",
      "parent": "blog"
    },
    {
      "id": "blog/2026-6-aiwg-2026-6-0",
      "title": "What's new in 2026.6.0",
      "summary": "AIWG now works with 11 AI coding tools, makes multi-agent teamwork easier, and turns research papers into something searchable.",
      "file": "blog/2026-6-aiwg-2026-6-0.md",
      "parent": "blog"
    },
    {
      "id": "blog/2026-5-how-aiwg-builds-your-system-prompt",
      "title": "How AIWG builds your customized system prompt",
      "summary": "AIWG assembles a per-session prompt and command set from your workspace state across eleven AI tools.",
      "file": "blog/2026-5-how-aiwg-builds-your-system-prompt.md",
      "parent": "blog"
    },
    {
      "id": "blog/2026-5-where-things-are",
      "title": "What's been happening since 2026.3.x",
      "summary": "A plain-language retrospective on the 2026.5.x line and the work behind the quiet stretch.",
      "file": "blog/2026-5-where-things-are.md",
      "parent": "blog"
    },
    {
      "id": "troubleshooting",
      "title": "Troubleshooting",
      "summary": "Fix common issues",
      "collapsed": true
    },
    {
      "id": "troubleshooting/setup-issues",
      "title": "Setup Issues",
      "summary": "Installation problems",
      "file": "troubleshooting/setup-issues.md",
      "parent": "troubleshooting"
    },
    {
      "id": "troubleshooting/deployment-issues",
      "title": "Deployment Issues",
      "summary": "Deployment problems",
      "file": "troubleshooting/deployment-issues.md",
      "parent": "troubleshooting"
    },
    {
      "id": "troubleshooting/path-issues",
      "title": "Path Issues",
      "summary": "Path resolution problems",
      "file": "troubleshooting/path-issues.md",
      "parent": "troubleshooting"
    },
    {
      "id": "troubleshooting/platform-issues",
      "title": "Platform Issues",
      "summary": "Platform-specific problems",
      "file": "troubleshooting/platform-issues.md",
      "parent": "troubleshooting"
    },
    {
      "id": "references",
      "title": "Research",
      "summary": "Academic papers and specifications",
      "collapsed": true
    },
    {
      "id": "references/REF-001-production-grade-agentic-workflows",
      "title": "REF-001: Production Workflows",
      "summary": "Agentic workflow patterns",
      "file": "references/REF-001-production-grade-agentic-workflows.md",
      "parent": "references"
    },
    {
      "id": "references/REF-002-llm-failure-modes-agentic",
      "title": "REF-002: LLM Failure Modes",
      "summary": "Failure analysis and mitigation",
      "file": "references/REF-002-llm-failure-modes-agentic.md",
      "parent": "references"
    },
    {
      "id": "references/REF-003-agentic-development-antipatterns",
      "title": "REF-003: Development Antipatterns",
      "summary": "Agentic development pitfalls",
      "file": "references/REF-003-agentic-development-antipatterns.md",
      "parent": "references"
    },
    {
      "id": "references/REF-066-mcp-specification-2025",
      "title": "REF-066: MCP Specification",
      "summary": "Model Context Protocol spec",
      "file": "references/REF-066-mcp-specification-2025.md",
      "parent": "references"
    },
    {
      "id": "releases",
      "title": "Releases",
      "summary": "Release notes and changelog",
      "collapsed": true
    },
    {
      "id": "releases/v2026.5.11-announcement",
      "title": "v2026.5.11 — Provider Detection + Local Issue Sync",
      "summary": "Codex-aware provider detection, local issue sync documentation, media transcript sidecars, and release doc-sync hygiene.",
      "file": "releases/v2026.5.11-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.10-announcement",
      "title": "v2026.5.10 — Beginner Onboarding Wizard + Docs",
      "summary": "Guided onboarding wizard, deterministic workspace engagement status, and beginner docs for first-run success.",
      "file": "releases/v2026.5.10-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.9-announcement",
      "title": "v2026.5.9 — Workspace-Aware Deploy Fix",
      "summary": "Fix workspace-aware aiwg use all to deploy selected sources directly without repeating full framework post-deploy flow.",
      "file": "releases/v2026.5.9-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.8-announcement",
      "title": "v2026.5.8 — Fleet Discipline + Release Hygiene",
      "summary": "Fleet behavior policies, status export, repo-access preflight, model-tier routing, serve reliability, and install hygiene.",
      "file": "releases/v2026.5.8-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.7-announcement",
      "title": "v2026.5.7 — RLM Search Reliability + Internal Loop Routing",
      "summary": "RLM search reliability, single-chunk prep coverage, and internal agent-loop routing.",
      "file": "releases/v2026.5.7-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.6-announcement",
      "title": "v2026.5.6 — Agent-loop Completion Inference + Auto-Compact Discipline",
      "summary": "Agent-loop completion inference, auto-compact discipline, and publish workflow ordering fixes.",
      "file": "releases/v2026.5.6-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.5-announcement",
      "title": "v2026.5.5 — Cross-provider Discover-first Parity",
      "summary": "Discover-first deployment parity, project-isolation warning, and novice-user adoption study artifacts.",
      "file": "releases/v2026.5.5-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.4-announcement",
      "title": "v2026.5.4",
      "summary": "Previous release",
      "file": "releases/v2026.5.4-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.3-announcement",
      "title": "v2026.5.3",
      "summary": "Previous release",
      "file": "releases/v2026.5.3-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.2-announcement",
      "title": "v2026.5.2",
      "summary": "Previous release",
      "file": "releases/v2026.5.2-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.5.0-announcement",
      "title": "v2026.5.0",
      "summary": "Previous release",
      "file": "releases/v2026.5.0-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.4.1-announcement",
      "title": "v2026.4.1",
      "summary": "Previous release",
      "file": "releases/v2026.4.1-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.4.0-announcement",
      "title": "v2026.4.0 — Autonomous Systems",
      "summary": "Major release: corpus architecture, daemon, Mission Control, behaviors, SOUL.md, OpenClaw, Hermes, ops-complete, and more.",
      "file": "releases/v2026.4.0-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.3.4-announcement",
      "title": "v2026.3.4",
      "summary": "Previous release",
      "file": "releases/v2026.3.4-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.3.3-announcement",
      "title": "v2026.3.3",
      "summary": "Previous release",
      "file": "releases/v2026.3.3-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.3.2-announcement",
      "title": "v2026.3.2",
      "summary": "Previous release",
      "file": "releases/v2026.3.2-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.3.1-announcement",
      "title": "v2026.3.1",
      "summary": "Previous release",
      "file": "releases/v2026.3.1-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.15-announcement",
      "title": "v2026.2.15",
      "summary": "Previous release",
      "file": "releases/v2026.2.15-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.14-announcement",
      "title": "v2026.2.14",
      "summary": "Previous release",
      "file": "releases/v2026.2.14-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.12-announcement",
      "title": "v2026.2.12",
      "summary": "Previous release",
      "file": "releases/v2026.2.12-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.9-announcement",
      "title": "v2026.2.9",
      "summary": "Previous release",
      "file": "releases/v2026.2.9-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.8-announcement",
      "title": "v2026.2.8",
      "summary": "Previous release",
      "file": "releases/v2026.2.8-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.7-announcement",
      "title": "v2026.2.7",
      "summary": "Previous release",
      "file": "releases/v2026.2.7-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.5-announcement",
      "title": "v2026.2.5",
      "summary": "Previous release",
      "file": "releases/v2026.2.5-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.4-announcement",
      "title": "v2026.2.4",
      "summary": "Previous release",
      "file": "releases/v2026.2.4-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.3-announcement",
      "title": "v2026.2.3",
      "summary": "Previous release",
      "file": "releases/v2026.2.3-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.2.0-announcement",
      "title": "v2026.2.0",
      "summary": "Previous release",
      "file": "releases/v2026.2.0-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.1.7-announcement",
      "title": "v2026.1.7",
      "summary": "Previous release",
      "file": "releases/v2026.1.7-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.1.6-announcement",
      "title": "v2026.1.6",
      "summary": "Previous release",
      "file": "releases/v2026.1.6-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.1.5-announcement",
      "title": "v2026.1.5",
      "summary": "Previous release",
      "file": "releases/v2026.1.5-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.1.4-announcement",
      "title": "v2026.1.4",
      "summary": "Previous release",
      "file": "releases/v2026.1.4-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2026.1.3-announcement",
      "title": "v2026.1.3",
      "summary": "Previous release",
      "file": "releases/v2026.1.3-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2024.12.5-announcement",
      "title": "v2024.12.5",
      "summary": "Previous release",
      "file": "releases/v2024.12.5-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2024.12.4-announcement",
      "title": "v2024.12.4",
      "summary": "Previous release",
      "file": "releases/v2024.12.4-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2024.12.3-announcement",
      "title": "v2024.12.3",
      "summary": "Previous release",
      "file": "releases/v2024.12.3-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2024.12.2-announcement",
      "title": "v2024.12.2",
      "summary": "Previous release",
      "file": "releases/v2024.12.2-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v2024.12.1-announcement",
      "title": "v2024.12.1",
      "summary": "Previous release",
      "file": "releases/v2024.12.1-announcement.md",
      "parent": "releases"
    },
    {
      "id": "releases/v0.9.1-announcement",
      "title": "v0.9.1",
      "summary": "Initial release",
      "file": "releases/v0.9.1-announcement.md",
      "parent": "releases"
    },
    {
      "id": "legal",
      "title": "Legal",
      "summary": "Privacy and terms"
    },
    {
      "id": "privacy",
      "title": "Privacy Policy",
      "summary": "Zero data collection policy",
      "file": "privacy.md",
      "parent": "legal"
    },
    {
      "id": "terms",
      "title": "Terms of Use",
      "summary": "Usage terms and license",
      "file": "terms.md",
      "parent": "legal"
    },
    {
      "title": "GitHub",
      "url": "https://github.com/jmagly/aiwg"
    },
    {
      "title": "Discord",
      "url": "https://discord.gg/BuAusFMxdA"
    },
    {
      "title": "npm",
      "url": "https://www.npmjs.com/package/aiwg"
    },
    {
      "id": "frameworks/forensics-complete",
      "title": "Forensics Complete",
      "summary": "Digital forensics methodology and tool reference",
      "collapsed": true,
      "parent": "frameworks"
    },
    {
      "id": "frameworks/forensics-complete/ai-assisted-forensics",
      "title": "AI-Assisted Forensics",
      "summary": "This guide describes how AI assistants integrate into the forensics-complete framework, what tasks t",
      "file": "frameworks/forensics-complete/ai-assisted-forensics.md",
      "parent": "frameworks/forensics-complete"
    },
    {
      "id": "frameworks/forensics-complete/attack-mapping",
      "title": "Attack Mapping",
      "summary": "This guide maps MITRE ATT&CK techniques to the forensic artifacts that reveal them and the commands ",
      "file": "frameworks/forensics-complete/attack-mapping.md",
      "parent": "frameworks/forensics-complete"
    },
    {
      "id": "frameworks/forensics-complete/methodology",
      "title": "Methodology",
      "summary": "This framework aligns with two complementary standards: NIST SP 800-86 for the technical forensic pr",
      "file": "frameworks/forensics-complete/methodology.md",
      "parent": "frameworks/forensics-complete"
    },
    {
      "id": "frameworks/forensics-complete/research-guide",
      "title": "Research Guide",
      "summary": "The research phase occurs before any active investigation or intrusive action against a target syste",
      "file": "frameworks/forensics-complete/research-guide.md",
      "parent": "frameworks/forensics-complete"
    },
    {
      "id": "frameworks/forensics-complete/tool-reference",
      "title": "Tool Reference",
      "summary": "Reference inventory for tools used across the forensics-complete framework. Each entry includes purp",
      "file": "frameworks/forensics-complete/tool-reference.md",
      "parent": "frameworks/forensics-complete"
    },
    {
      "id": "frameworks/media-curator",
      "title": "Media Curator",
      "summary": "Media archive management guides",
      "collapsed": true,
      "parent": "frameworks"
    },
    {
      "id": "frameworks/media-curator/overview",
      "title": "Overview",
      "summary": "The Media Curator framework enables AI agents to build, curate, and maintain comprehensive media col",
      "file": "frameworks/media-curator/overview.md",
      "parent": "frameworks/media-curator"
    },
    {
      "id": "frameworks/media-curator/standards-reference",
      "title": "Standards Reference",
      "summary": "Standards used by the Media Curator framework for metadata, integrity, provenance, and interoperabil",
      "file": "frameworks/media-curator/standards-reference.md",
      "parent": "frameworks/media-curator"
    },
    {
      "id": "frameworks/media-curator/user-guide",
      "title": "User Guide",
      "summary": "Install required tools:",
      "file": "frameworks/media-curator/user-guide.md",
      "parent": "frameworks/media-curator"
    },
    {
      "id": "frameworks/sdlc-complete",
      "title": "SDLC Complete",
      "summary": "Full lifecycle framework — internal docs and deep guides",
      "collapsed": true,
      "parent": "frameworks"
    },
    {
      "id": "frameworks/sdlc-complete/agent-design",
      "title": "Agent Design",
      "summary": "The definitive guide for designing reliable, production-grade AI agents in the AIWG framework.",
      "file": "frameworks/sdlc-complete/agent-design.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/agent-permission-rationale",
      "title": "Agent Permission Rationale",
      "summary": "Version: 1.0.0",
      "file": "frameworks/sdlc-complete/agent-permission-rationale.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/agent-permission-tiers",
      "title": "Agent Permission Tiers",
      "summary": "Version: 1.0.0",
      "file": "frameworks/sdlc-complete/agent-permission-tiers.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/flow-cleanup-checklist",
      "title": "Flow Cleanup Checklist",
      "summary": "Purpose: Track which flow commands have been updated with workspace cleanup pattern.",
      "file": "frameworks/sdlc-complete/flow-cleanup-checklist.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/multi-agent-documentation-pattern",
      "title": "Multi-Agent Documentation Pattern",
      "summary": "The Multi-Agent Documentation Pattern ensures SDLC artifacts receive comprehensive, multi-perspectiv",
      "file": "frameworks/sdlc-complete/multi-agent-documentation-pattern.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/orchestrator-architecture",
      "title": "Orchestrator Architecture",
      "summary": "Purpose: Define how the core Claude Code platform orchestrates multi-agent workflows using flow comm",
      "file": "frameworks/sdlc-complete/orchestrator-architecture.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/production-grade-guide",
      "title": "Production Grade Guide",
      "summary": "This guide documents the production-grade improvements to AIWG based on academic research analysis.",
      "file": "frameworks/sdlc-complete/production-grade-guide.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/simple-language-translations",
      "title": "Natural Language Reference",
      "summary": "Purpose: Map natural language user requests to SDLC flow orchestration templates.",
      "file": "frameworks/sdlc-complete/simple-language-translations.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/token-security",
      "title": "Token Security",
      "summary": "Version: 1.0.0",
      "file": "frameworks/sdlc-complete/token-security.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/vendor-detection",
      "title": "Vendor Detection",
      "summary": "This document describes how AIWG regenerate commands detect which AI coding assistant is active, ena",
      "file": "frameworks/sdlc-complete/vendor-detection.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/workspace-cleanup-pattern",
      "title": "Workspace Cleanup Pattern",
      "summary": "Purpose: Standard pattern for cleaning up .aiwg/working/ directory after flow orchestration complete",
      "file": "frameworks/sdlc-complete/workspace-cleanup-pattern.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "addons/agent-persistence",
      "title": "Agent Persistence",
      "summary": "Cross-session agent state and HITL integration",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/agent-persistence/hitl-integration",
      "title": "HITL Integration",
      "summary": "This document explains how Human-in-the-Loop (HITL) gates integrate with the Agent Persistence frame",
      "file": "addons/agent-persistence/hitl-integration.md",
      "parent": "addons/agent-persistence"
    },
    {
      "id": "addons/ralph",
      "title": "Ralph Addon",
      "summary": "Iterative loop execution — quickstart, best practices, troubleshooting",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/ralph/agent-persistence-integration",
      "title": "Agent Persistence Integration",
      "summary": "Version: 1.0.0",
      "file": "addons/ralph/agent-persistence-integration.md",
      "parent": "addons/ralph"
    },
    {
      "id": "addons/ralph/best-practices",
      "title": "Best Practices",
      "summary": "Master iterative AI task execution with these guidelines.",
      "file": "addons/ralph/best-practices.md",
      "parent": "addons/ralph"
    },
    {
      "id": "addons/ralph/cross-loop-learning",
      "title": "Cross-Loop Learning",
      "summary": "Pattern sharing and knowledge transfer across multiple agent loops.",
      "file": "addons/ralph/cross-loop-learning.md",
      "parent": "addons/ralph"
    },
    {
      "id": "addons/ralph/quickstart",
      "title": "Quick Start",
      "summary": "Get started with iterative AI task execution in 5 minutes.",
      "file": "addons/ralph/quickstart.md",
      "parent": "addons/ralph"
    },
    {
      "id": "addons/ralph/troubleshooting",
      "title": "Troubleshooting",
      "summary": "Solutions for common Ralph issues.",
      "file": "addons/ralph/troubleshooting.md",
      "parent": "addons/ralph"
    },
    {
      "id": "addons/ralph/when-to-use-ralph",
      "title": "When to Use Ralph",
      "summary": "Understanding Ralph's sweet spot and avoiding the token-burning trap.",
      "file": "addons/ralph/when-to-use-ralph.md",
      "parent": "addons/ralph"
    },
    {
      "id": "addons/rlm",
      "title": "RLM Addon",
      "summary": "Recursive Language Model — deployment, multi-provider, integration guides",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/rlm/deployment-guide",
      "title": "Deployment Guide",
      "summary": "Version: 1.0.0",
      "file": "addons/rlm/deployment-guide.md",
      "parent": "addons/rlm"
    },
    {
      "id": "addons/rlm/messaging-events",
      "title": "Messaging Events",
      "summary": "Documentation for how the RLM (Recursive Language Models) addon reports progress via AIWG's messagin",
      "file": "addons/rlm/messaging-events.md",
      "parent": "addons/rlm"
    },
    {
      "id": "addons/rlm/multi-provider-guide",
      "title": "Multi-Provider Guide",
      "summary": "Version: 1.0.0",
      "file": "addons/rlm/multi-provider-guide.md",
      "parent": "addons/rlm"
    },
    {
      "id": "addons/rlm/ralph-integration",
      "title": "Ralph Integration",
      "summary": "Version: 1.0.0",
      "file": "addons/rlm/ralph-integration.md",
      "parent": "addons/rlm"
    },
    {
      "id": "addons/rlm/supervisor-integration",
      "title": "Supervisor Integration",
      "summary": "The RLM (Recursive Language Models) addon integrates with AIWG's Agent Supervisor to enable recursiv",
      "file": "addons/rlm/supervisor-integration.md",
      "parent": "addons/rlm"
    },
    {
      "id": "addons/rlm/taskstore-persistence",
      "title": "TaskStore Persistence",
      "summary": "Version: 1.0.0",
      "file": "addons/rlm/taskstore-persistence.md",
      "parent": "addons/rlm"
    },
    {
      "id": "tools/ralph-external",
      "title": "External Ralph",
      "summary": "Crash-resilient external loop — snapshot manager and provider API",
      "collapsed": true,
      "parent": "tools"
    },
    {
      "id": "tools/ralph-external/snapshot-manager-api",
      "title": "Snapshot Manager Api",
      "summary": "Complete API documentation for the Snapshot Manager module.",
      "file": "tools/ralph-external/snapshot-manager-api.md",
      "parent": "tools/ralph-external"
    },
    {
      "id": "tools/ralph-external/snapshot-manager-usage",
      "title": "Snapshot Manager Usage",
      "summary": "The Snapshot Manager captures comprehensive state before and after long-running Claude sessions, ena",
      "file": "tools/ralph-external/snapshot-manager-usage.md",
      "parent": "tools/ralph-external"
    },
    {
      "id": "frameworks/media-marketing-kit",
      "title": "Media Marketing Kit",
      "summary": "Multi-channel campaign management and content operations",
      "collapsed": true,
      "parent": "frameworks"
    },
    {
      "id": "frameworks/media-marketing-kit/overview",
      "title": "Overview",
      "summary": "The Media/Marketing Kit (MMK) is a complete campaign management framework for AI-assisted marketing ",
      "file": "frameworks/media-marketing-kit/overview.md",
      "parent": "frameworks/media-marketing-kit"
    },
    {
      "id": "frameworks/media-marketing-kit/quickstart",
      "title": "Quick Start",
      "summary": "Deploy the MMK framework and run your first campaign workflow in about 15 minutes.",
      "file": "frameworks/media-marketing-kit/quickstart.md",
      "parent": "frameworks/media-marketing-kit"
    },
    {
      "id": "frameworks/ops-complete",
      "title": "Ops Complete",
      "summary": "Operational infrastructure framework — YAML-native with sys, it, dev, stream extensions",
      "collapsed": true,
      "parent": "frameworks"
    },
    {
      "id": "frameworks/ops-complete/extensions-guide",
      "title": "Extensions Guide",
      "summary": "The four ops-complete extensions add domain-specific agents, templates, rules, and skills on top of ",
      "file": "frameworks/ops-complete/extensions-guide.md",
      "parent": "frameworks/ops-complete"
    },
    {
      "id": "frameworks/ops-complete/overview",
      "title": "Overview",
      "summary": "ops-complete is the operational infrastructure layer for AIWG — a framework for AI agents working in",
      "file": "frameworks/ops-complete/overview.md",
      "parent": "frameworks/ops-complete"
    },
    {
      "id": "frameworks/ops-complete/quickstart",
      "title": "Quick Start",
      "summary": "Deploy the ops-complete framework and write your first validated runbook in about 10 minutes.",
      "file": "frameworks/ops-complete/quickstart.md",
      "parent": "frameworks/ops-complete"
    },
    {
      "id": "frameworks/research-complete",
      "title": "Research Complete",
      "summary": "Academic research workflow with GRADE methodology and FAIR compliance",
      "collapsed": true,
      "parent": "frameworks"
    },
    {
      "id": "frameworks/research-complete/overview",
      "title": "Overview",
      "summary": "The Research Framework automates academic research management across an 8-stage workflow: discover p",
      "file": "frameworks/research-complete/overview.md",
      "parent": "frameworks/research-complete"
    },
    {
      "id": "frameworks/research-complete/quickstart",
      "title": "Quick Start",
      "summary": "Run a literature search and produce AI-grounded paper summaries in about 20 minutes.",
      "file": "frameworks/research-complete/quickstart.md",
      "parent": "frameworks/research-complete"
    },
    {
      "id": "addons/aiwg-dev",
      "title": "AIWG Dev",
      "summary": "Developer toolkit — validate-component, dev-doctor, link-check, devkit scaffolding",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/aiwg-dev/overview",
      "title": "Overview",
      "summary": "aiwg-dev is the developer toolkit for contributors building AIWG itself — adding new addons, framewo",
      "file": "addons/aiwg-dev/overview.md",
      "parent": "addons/aiwg-dev"
    },
    {
      "id": "addons/aiwg-dev/quickstart",
      "title": "Quick Start",
      "summary": "Install the developer toolkit and validate your first component in 5 minutes.",
      "file": "addons/aiwg-dev/quickstart.md",
      "parent": "addons/aiwg-dev"
    },
    {
      "id": "addons/aiwg-utils",
      "title": "AIWG Utils",
      "summary": "Core utility rules — subagent scoping, context budget, instruction comprehension",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/aiwg-utils/overview",
      "title": "Overview",
      "summary": "aiwg-utils is the core utility addon bundled with every AIWG installation. It provides seven enforce",
      "file": "addons/aiwg-utils/overview.md",
      "parent": "addons/aiwg-utils"
    },
    {
      "id": "addons/aiwg-utils/rules-reference",
      "title": "Rules Reference",
      "summary": "Seven enforcement rules deployed with every AIWG installation. These rules apply automatically based",
      "file": "addons/aiwg-utils/rules-reference.md",
      "parent": "addons/aiwg-utils"
    },
    {
      "id": "addons/auto-memory",
      "title": "Auto Memory",
      "summary": "Automatic memory management — seed templates, memory evolution, cross-session persistence",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/auto-memory/overview",
      "title": "Overview",
      "summary": "The auto-memory addon provides seed templates for Claude Code's Automatic Memory feature. It bootstr",
      "file": "addons/auto-memory/overview.md",
      "parent": "addons/auto-memory"
    },
    {
      "id": "addons/daemon",
      "title": "Daemon Addon",
      "summary": "Persistent background agent — web UI, YAML profiles, scheduled tasks, Telegram",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/daemon/configuration-reference",
      "title": "Configuration Reference",
      "summary": "All daemon configuration lives in .aiwg/daemon.json. This file is created by aiwg daemon-init with d",
      "file": "addons/daemon/configuration-reference.md",
      "parent": "addons/daemon"
    },
    {
      "id": "addons/daemon/daemon-addon-guide",
      "title": "Daemon Addon Guide",
      "summary": "The daemon addon packages persistent-session capabilities into a single deployable unit. It provides",
      "file": "addons/daemon/daemon-addon-guide.md",
      "parent": "addons/daemon"
    },
    {
      "id": "addons/daemon/quickstart",
      "title": "Quick Start",
      "summary": "Start the AIWG daemon, enable the Concierge front-end, and access the operator web UI.",
      "file": "addons/daemon/quickstart.md",
      "parent": "addons/daemon"
    },
    {
      "id": "addons/guided-implementation",
      "title": "Guided Implementation",
      "summary": "Controlled iteration loop with escalation on repeated failure",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/guided-implementation/overview",
      "title": "Overview",
      "summary": "The guided-implementation addon provides bounded iteration control for autonomous issue-to-code work",
      "file": "addons/guided-implementation/overview.md",
      "parent": "addons/guided-implementation"
    },
    {
      "id": "addons/prose-integration",
      "title": "Prose Integration",
      "summary": "OpenProse contract-driven execution — five skills, obligation semantics",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/prose-integration/overview",
      "title": "Overview",
      "summary": "The prose-integration addon provides AIWG tools for working with OpenProse programs — Markdown files",
      "file": "addons/prose-integration/overview.md",
      "parent": "addons/prose-integration"
    },
    {
      "id": "addons/ralph/examples",
      "title": "Examples",
      "summary": "",
      "collapsed": true,
      "parent": "addons/ralph"
    },
    {
      "id": "addons/ralph/examples/coverage",
      "title": "Coverage Example",
      "summary": "Iteratively add tests until coverage threshold is met.",
      "file": "addons/ralph/examples/coverage.md",
      "parent": "addons/ralph/examples"
    },
    {
      "id": "addons/ralph/examples/migration",
      "title": "Migration Example",
      "summary": "Migrate code between formats/versions iteratively.",
      "file": "addons/ralph/examples/migration.md",
      "parent": "addons/ralph/examples"
    },
    {
      "id": "addons/ralph/examples/test-fix-loop",
      "title": "Test-Fix Loop Example",
      "summary": "Fix failing tests iteratively until all pass.",
      "file": "addons/ralph/examples/test-fix-loop.md",
      "parent": "addons/ralph/examples"
    },
    {
      "id": "addons/ralph/executable-feedback-guide",
      "title": "Executable Feedback Guide",
      "summary": "Practical guide for implementing the execute-before-return pattern in code-generating agents. Based ",
      "file": "addons/ralph/executable-feedback-guide.md",
      "parent": "addons/ralph"
    },
    {
      "id": "addons/ralph/reflection-memory-guide",
      "title": "Reflection & Memory Guide",
      "summary": "Comprehensive guide to Ralph's episodic memory system based on the Reflexion framework.",
      "file": "addons/ralph/reflection-memory-guide.md",
      "parent": "addons/ralph"
    },
    {
      "id": "addons/testing-quality",
      "title": "Testing Quality",
      "summary": "TDD enforcement, mutation testing, flaky test detection",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/testing-quality/overview",
      "title": "Overview",
      "summary": "The testing-quality addon provides skills for enforcing test-driven development, validating test qua",
      "file": "addons/testing-quality/overview.md",
      "parent": "addons/testing-quality"
    },
    {
      "id": "addons/testing-quality/quickstart",
      "title": "Quick Start",
      "summary": "Set up TDD enforcement and validate test quality in your project.",
      "file": "addons/testing-quality/quickstart.md",
      "parent": "addons/testing-quality"
    },
    {
      "id": "addons/voice-framework",
      "title": "Voice Framework",
      "summary": "Voice profile documentation — four built-in voices, custom profiles, blending",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/voice-framework/overview",
      "title": "Overview",
      "summary": "The voice framework addon provides a profile-based approach to writing consistency. Instead of maint",
      "file": "addons/voice-framework/overview.md",
      "parent": "addons/voice-framework"
    },
    {
      "id": "addons/voice-framework/quickstart",
      "title": "Quick Start",
      "summary": "Apply your first voice profile to content in about 2 minutes.",
      "file": "addons/voice-framework/quickstart.md",
      "parent": "addons/voice-framework"
    },
    {
      "id": "cockpit",
      "title": "Cockpit",
      "summary": "Local operator console for agentic sessions"
    },
    {
      "id": "cockpit/README",
      "title": "Cockpit Overview",
      "summary": "What Cockpit is, the operating model, and the section map",
      "file": "cockpit/README.md",
      "parent": "cockpit"
    },
    {
      "id": "cockpit/installation",
      "title": "Installation & Launch",
      "summary": "Install paths, shells, version pinning, troubleshooting",
      "file": "cockpit/installation.md",
      "parent": "cockpit"
    },
    {
      "id": "cockpit/architecture",
      "title": "Architecture",
      "summary": "Shells, Bridge, executor — control vs data plane, ports, components",
      "file": "cockpit/architecture.md",
      "parent": "cockpit"
    },
    {
      "id": "cockpit/surfaces",
      "title": "Surfaces",
      "summary": "All eleven tabs and the launch/start modals",
      "file": "cockpit/surfaces.md",
      "parent": "cockpit"
    },
    {
      "id": "cockpit/sessions",
      "title": "Sessions",
      "summary": "Observe-first attach, take control, replay, persistent terminals",
      "file": "cockpit/sessions.md",
      "parent": "cockpit"
    },
    {
      "id": "cockpit/bridge-api",
      "title": "Bridge API",
      "summary": "Endpoint reference, request gating, environment variables, audit events",
      "file": "cockpit/bridge-api.md",
      "parent": "cockpit"
    },
    {
      "id": "cockpit/trust-and-security",
      "title": "Trust & Security",
      "summary": "Token custody, posture badges, audit log, library boundary",
      "file": "cockpit/trust-and-security.md",
      "parent": "cockpit"
    },
    {
      "id": "cockpit/recovery",
      "title": "Recovery",
      "summary": "Stale-agent reconnect for Docker and VM runtimes, destroy semantics",
      "file": "cockpit/recovery.md",
      "parent": "cockpit"
    },
    {
      "id": "cockpit/development",
      "title": "Development & Testing",
      "summary": "One-command bring-up, mock boundary, verification tiers",
      "file": "cockpit/development.md",
      "parent": "cockpit"
    },
    {
      "id": "cockpit/releases",
      "title": "Releases",
      "summary": "Channels, publish leg, pre-tag gates for @aiwg/cockpit",
      "file": "cockpit/releases.md",
      "parent": "cockpit"
    },
    {
      "id": "serve-guide",
      "title": "Serve Guide",
      "summary": "Run AIWG as a long-lived daemon",
      "file": "serve-guide.md"
    },
    {
      "id": "concierge-guide",
      "title": "Concierge Guide",
      "summary": "Concierge agent interface",
      "file": "concierge-guide.md"
    },
    {
      "id": "customization",
      "title": "Customization",
      "summary": "Project-local extensions, addons, and frameworks"
    },
    {
      "id": "customization/README",
      "title": "Customization Overview",
      "summary": "Pick a customization path",
      "file": "customization/README.md",
      "parent": "customization"
    },
    {
      "id": "customization/project-local-quickstart",
      "title": "Project-Local Quickstart",
      "summary": "5-minute first bundle",
      "file": "customization/project-local-quickstart.md",
      "parent": "customization"
    },
    {
      "id": "customization/project-local-lifecycle",
      "title": "Project-Local Lifecycle",
      "summary": "Bundle lifecycle and graduation",
      "file": "customization/project-local-lifecycle.md",
      "parent": "customization"
    },
    {
      "id": "customization/project-local-troubleshooting",
      "title": "Project-Local Troubleshooting",
      "summary": "Diagnose project-local bundle issues",
      "file": "customization/project-local-troubleshooting.md",
      "parent": "customization"
    },
    {
      "id": "customization/from-fork-to-project-local",
      "title": "From Fork to Project-Local",
      "summary": "Migrate fork-based customization",
      "file": "customization/from-fork-to-project-local.md",
      "parent": "customization"
    },
    {
      "id": "customization/extensions-vs-addons-vs-frameworks-vs-plugins",
      "title": "Extensions vs Addons vs Frameworks vs Plugins",
      "summary": "Choose the right bundle type",
      "file": "customization/extensions-vs-addons-vs-frameworks-vs-plugins.md",
      "parent": "customization"
    },
    {
      "id": "storage",
      "title": "Storage",
      "summary": "Storage subsystems and backends"
    },
    {
      "id": "storage/README",
      "title": "Storage Overview",
      "summary": "AIWG storage subsystem",
      "file": "storage/README.md",
      "parent": "storage"
    },
    {
      "id": "storage/overview",
      "title": "Storage Architecture",
      "summary": "How AIWG storage is organized",
      "file": "storage/overview.md",
      "parent": "storage"
    },
    {
      "id": "storage/migration",
      "title": "Storage Migration",
      "summary": "Migrate between storage backends",
      "file": "storage/migration.md",
      "parent": "storage"
    },
    {
      "id": "storage/security",
      "title": "Storage Security",
      "summary": "Access control and threat model",
      "file": "storage/security.md",
      "parent": "storage"
    },
    {
      "id": "providers",
      "title": "Providers",
      "summary": "AI coding platforms supported by AIWG"
    },
    {
      "id": "providers/capability-matrix",
      "title": "Capability Matrix",
      "summary": "Cross-provider feature comparison",
      "file": "providers/capability-matrix.md",
      "parent": "providers"
    },
    {
      "id": "project-local/overview",
      "title": "Project-Local Overview",
      "summary": "Per-project bundles",
      "file": "project-local/overview.md",
      "parent": "customization"
    },
    {
      "id": "mcp/profiles",
      "title": "MCP Profiles",
      "summary": "Reusable MCP server profiles",
      "file": "mcp/profiles.md",
      "parent": "mcp"
    },
    {
      "id": "mcp/codex-profiles",
      "title": "Codex MCP Profiles",
      "summary": "Codex-specific MCP profiles",
      "file": "mcp/codex-profiles.md",
      "parent": "mcp"
    },
    {
      "id": "configuration/setup-manifest",
      "title": "Setup Manifest",
      "summary": "setup.aiwg.io/v1 manifest reference",
      "file": "configuration/setup-manifest.md",
      "parent": "configuration"
    },
    {
      "id": "getting-started/README",
      "title": "Getting Started Index",
      "summary": "Index of getting-started guides",
      "file": "getting-started/README.md",
      "parent": "getting-started"
    },
    {
      "id": "mcp",
      "title": "MCP",
      "summary": "Model Context Protocol servers and profiles"
    },
    {
      "id": "configuration",
      "title": "Configuration",
      "summary": "AIWG configuration files and settings"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples",
      "title": "Agent Examples",
      "summary": "Discoverable home for the few-shot worked examples that used to live inline in",
      "file": "frameworks/forensics-complete/agent-examples.md",
      "parent": "frameworks/forensics-complete"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples/container-analyst-examples",
      "title": "Container Analyst Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/forensics-complete/agent-examples/container-analyst-examples.md",
      "parent": "frameworks/forensics-complete/agent-examples"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples/container-analyst-playbook",
      "title": "Container Analyst Playbook",
      "summary": "Externalized detailed command sequences from the agent definition per the few-shot-examples rule (#1",
      "file": "frameworks/forensics-complete/agent-examples/container-analyst-playbook.md",
      "parent": "frameworks/forensics-complete/agent-examples"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples/log-analyst-examples",
      "title": "Log Analyst Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/forensics-complete/agent-examples/log-analyst-examples.md",
      "parent": "frameworks/forensics-complete/agent-examples"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples/network-analyst-examples",
      "title": "Network Analyst Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/forensics-complete/agent-examples/network-analyst-examples.md",
      "parent": "frameworks/forensics-complete/agent-examples"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples/network-analyst-playbook",
      "title": "Network Analyst Playbook",
      "summary": "Externalized detailed command sequences from the agent definition per the few-shot-examples rule (#1",
      "file": "frameworks/forensics-complete/agent-examples/network-analyst-playbook.md",
      "parent": "frameworks/forensics-complete/agent-examples"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples/persistence-hunter-examples",
      "title": "Persistence Hunter Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/forensics-complete/agent-examples/persistence-hunter-examples.md",
      "parent": "frameworks/forensics-complete/agent-examples"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples/persistence-hunter-playbook",
      "title": "Persistence Hunter Playbook",
      "summary": "Externalized detailed command sequences from the agent definition per the few-shot-examples rule (#1",
      "file": "frameworks/forensics-complete/agent-examples/persistence-hunter-playbook.md",
      "parent": "frameworks/forensics-complete/agent-examples"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples/triage-agent-examples",
      "title": "Triage Agent Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/forensics-complete/agent-examples/triage-agent-examples.md",
      "parent": "frameworks/forensics-complete/agent-examples"
    },
    {
      "id": "frameworks/forensics-complete/agent-examples/triage-agent-playbook",
      "title": "Triage Agent Playbook",
      "summary": "Externalized detailed command sequences from the agent definition per the few-shot-examples rule (#1",
      "file": "frameworks/forensics-complete/agent-examples/triage-agent-playbook.md",
      "parent": "frameworks/forensics-complete/agent-examples"
    },
    {
      "id": "frameworks/knowledge-base",
      "title": "Knowledge Base",
      "summary": "",
      "collapsed": true,
      "parent": "frameworks"
    },
    {
      "id": "frameworks/knowledge-base/overview",
      "title": "Overview",
      "summary": "AIWG's existing frameworks — research-complete, media-curator, sdlc-complete — are purpose-built for",
      "file": "frameworks/knowledge-base/overview.md",
      "parent": "frameworks/knowledge-base"
    },
    {
      "id": "frameworks/media-curator/agent-examples",
      "title": "Agent Examples",
      "summary": "Discoverable home for the few-shot worked examples that used to live inline in",
      "file": "frameworks/media-curator/agent-examples.md",
      "parent": "frameworks/media-curator"
    },
    {
      "id": "frameworks/media-curator/agent-examples/acquisition-manager-examples",
      "title": "Acquisition Manager Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/media-curator/agent-examples/acquisition-manager-examples.md",
      "parent": "frameworks/media-curator/agent-examples"
    },
    {
      "id": "frameworks/media-marketing-kit/agent-examples",
      "title": "Agent Examples",
      "summary": "Discoverable home for the few-shot worked examples that used to live inline in",
      "file": "frameworks/media-marketing-kit/agent-examples.md",
      "parent": "frameworks/media-marketing-kit"
    },
    {
      "id": "frameworks/media-marketing-kit/agent-examples/accessibility-checker-examples",
      "title": "Accessibility Checker Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/media-marketing-kit/agent-examples/accessibility-checker-examples.md",
      "parent": "frameworks/media-marketing-kit/agent-examples"
    },
    {
      "id": "frameworks/media-marketing-kit/agent-examples/campaign-orchestrator-examples",
      "title": "Campaign Orchestrator Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/media-marketing-kit/agent-examples/campaign-orchestrator-examples.md",
      "parent": "frameworks/media-marketing-kit/agent-examples"
    },
    {
      "id": "frameworks/media-marketing-kit/agent-examples/legal-reviewer-examples",
      "title": "Legal Reviewer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/media-marketing-kit/agent-examples/legal-reviewer-examples.md",
      "parent": "frameworks/media-marketing-kit/agent-examples"
    },
    {
      "id": "frameworks/media-marketing-kit/agent-examples/marketing-project-manager-examples",
      "title": "Marketing Project Manager Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/media-marketing-kit/agent-examples/marketing-project-manager-examples.md",
      "parent": "frameworks/media-marketing-kit/agent-examples"
    },
    {
      "id": "frameworks/media-marketing-kit/agent-examples/reporting-specialist-examples",
      "title": "Reporting Specialist Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/media-marketing-kit/agent-examples/reporting-specialist-examples.md",
      "parent": "frameworks/media-marketing-kit/agent-examples"
    },
    {
      "id": "frameworks/media-marketing-kit/agent-examples/workflow-coordinator-examples",
      "title": "Workflow Coordinator Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/media-marketing-kit/agent-examples/workflow-coordinator-examples.md",
      "parent": "frameworks/media-marketing-kit/agent-examples"
    },
    {
      "id": "frameworks/research-complete/agent-examples",
      "title": "Agent Examples",
      "summary": "Discoverable home for the few-shot worked examples that used to live inline in",
      "file": "frameworks/research-complete/agent-examples.md",
      "parent": "frameworks/research-complete"
    },
    {
      "id": "frameworks/research-complete/agent-examples/citation-agent-examples",
      "title": "Citation Agent Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/research-complete/agent-examples/citation-agent-examples.md",
      "parent": "frameworks/research-complete/agent-examples"
    },
    {
      "id": "frameworks/research-complete/agent-examples/discovery-agent-examples",
      "title": "Discovery Agent Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/research-complete/agent-examples/discovery-agent-examples.md",
      "parent": "frameworks/research-complete/agent-examples"
    },
    {
      "id": "frameworks/research-complete/agent-examples/documentation-agent-examples",
      "title": "Documentation Agent Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/research-complete/agent-examples/documentation-agent-examples.md",
      "parent": "frameworks/research-complete/agent-examples"
    },
    {
      "id": "frameworks/research-complete/agent-examples/quality-agent-examples",
      "title": "Quality Agent Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/research-complete/agent-examples/quality-agent-examples.md",
      "parent": "frameworks/research-complete/agent-examples"
    },
    {
      "id": "frameworks/research-complete/agent-examples/research-acquisition-agent-examples",
      "title": "Research Acquisition Agent Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/research-complete/agent-examples/research-acquisition-agent-examples.md",
      "parent": "frameworks/research-complete/agent-examples"
    },
    {
      "id": "frameworks/research-complete/corpus-data-model",
      "title": "Corpus Data Model",
      "summary": "Authoritative reference for the research-corpus artifacts the research-complete",
      "file": "frameworks/research-complete/corpus-data-model.md",
      "parent": "frameworks/research-complete"
    },
    {
      "id": "frameworks/research-complete/source-tracking",
      "title": "Source Tracking",
      "summary": "Purpose: record where each source was discovered (which account / surface), so high-yield curators a",
      "file": "frameworks/research-complete/source-tracking.md",
      "parent": "frameworks/research-complete"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples",
      "title": "Agent Examples",
      "summary": "Discoverable home for the few-shot worked examples that used to live inline in",
      "file": "frameworks/sdlc-complete/agent-examples.md",
      "parent": "frameworks/sdlc-complete"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/api-designer-examples",
      "title": "Api Designer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/api-designer-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/api-documenter-examples",
      "title": "Api Documenter Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/api-documenter-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/architecture-designer-examples",
      "title": "Architecture Designer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/architecture-designer-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/architecture-designer-tot-protocol-examples",
      "title": "Architecture Designer Tot Protocol Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/architecture-designer-tot-protocol-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/architecture-documenter-examples",
      "title": "Architecture Documenter Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/architecture-documenter-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/aws-specialist-examples",
      "title": "Aws Specialist Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/aws-specialist-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/azure-specialist-examples",
      "title": "Azure Specialist Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/azure-specialist-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/blockchain-developer-examples",
      "title": "Blockchain Developer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/blockchain-developer-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/code-reviewer-examples",
      "title": "Code Reviewer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/code-reviewer-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/compliance-checker-examples",
      "title": "Compliance Checker Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/compliance-checker-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/cost-optimizer-examples",
      "title": "Cost Optimizer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/cost-optimizer-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/data-engineer-examples",
      "title": "Data Engineer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/data-engineer-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/django-expert-examples",
      "title": "Django Expert Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/django-expert-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/documentation-archivist-examples",
      "title": "Documentation Archivist Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/documentation-archivist-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/frontend-specialist-examples",
      "title": "Frontend Specialist Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/frontend-specialist-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/gcp-specialist-examples",
      "title": "Gcp Specialist Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/gcp-specialist-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/kubernetes-expert-examples",
      "title": "Kubernetes Expert Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/kubernetes-expert-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/laziness-detector-examples",
      "title": "Laziness Detector Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/laziness-detector-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/migration-planner-examples",
      "title": "Migration Planner Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/migration-planner-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/mobile-developer-examples",
      "title": "Mobile Developer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/mobile-developer-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/multi-cloud-strategist-examples",
      "title": "Multi Cloud Strategist Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/multi-cloud-strategist-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/progress-tracker-examples",
      "title": "Progress Tracker Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/progress-tracker-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/prompt-reinforcement-examples",
      "title": "Prompt Reinforcement Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/prompt-reinforcement-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/react-expert-examples",
      "title": "React Expert Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/react-expert-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/recovery-orchestrator-examples",
      "title": "Recovery Orchestrator Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/recovery-orchestrator-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/regression-analyst-examples",
      "title": "Regression Analyst Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/regression-analyst-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/requirements-analyst-examples",
      "title": "Requirements Analyst Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/requirements-analyst-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/security-auditor-examples",
      "title": "Security Auditor Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/security-auditor-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/security-auditor-owasp-checklist",
      "title": "Security Auditor Owasp Checklist",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/security-auditor-owasp-checklist.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/spring-boot-expert-examples",
      "title": "Spring Boot Expert Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/spring-boot-expert-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/technical-debt-analyst-examples",
      "title": "Technical Debt Analyst Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/technical-debt-analyst-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/technical-writer-examples",
      "title": "Technical Writer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/technical-writer-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/test-documenter-examples",
      "title": "Test Documenter Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/test-documenter-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "frameworks/sdlc-complete/agent-examples/test-engineer-examples",
      "title": "Test Engineer Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "frameworks/sdlc-complete/agent-examples/test-engineer-examples.md",
      "parent": "frameworks/sdlc-complete/agent-examples"
    },
    {
      "id": "addons/agent-loop",
      "title": "Agent Loop",
      "summary": "",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/agent-loop/agent-persistence-integration",
      "title": "Agent Persistence Integration",
      "summary": "Version: 1.0.0",
      "file": "addons/agent-loop/agent-persistence-integration.md",
      "parent": "addons/agent-loop"
    },
    {
      "id": "addons/agent-loop/best-practices",
      "title": "Best Practices",
      "summary": "Master iterative AI task execution with these guidelines.",
      "file": "addons/agent-loop/best-practices.md",
      "parent": "addons/agent-loop"
    },
    {
      "id": "addons/agent-loop/cross-loop-learning",
      "title": "Cross-Loop Learning",
      "summary": "Pattern sharing and knowledge transfer across multiple agent loops.",
      "file": "addons/agent-loop/cross-loop-learning.md",
      "parent": "addons/agent-loop"
    },
    {
      "id": "addons/agent-loop/examples",
      "title": "Examples",
      "summary": "",
      "collapsed": true,
      "parent": "addons/agent-loop"
    },
    {
      "id": "addons/agent-loop/examples/coverage",
      "title": "Coverage Example",
      "summary": "Iteratively add tests until coverage threshold is met.",
      "file": "addons/agent-loop/examples/coverage.md",
      "parent": "addons/agent-loop/examples"
    },
    {
      "id": "addons/agent-loop/examples/migration",
      "title": "Migration Example",
      "summary": "Migrate code between formats/versions iteratively.",
      "file": "addons/agent-loop/examples/migration.md",
      "parent": "addons/agent-loop/examples"
    },
    {
      "id": "addons/agent-loop/examples/test-fix-loop",
      "title": "Test-Fix Loop Example",
      "summary": "Fix failing tests iteratively until all pass.",
      "file": "addons/agent-loop/examples/test-fix-loop.md",
      "parent": "addons/agent-loop/examples"
    },
    {
      "id": "addons/agent-loop/executable-feedback-guide",
      "title": "Executable Feedback Guide",
      "summary": "Practical guide for implementing the execute-before-return pattern in code-generating agents. Based ",
      "file": "addons/agent-loop/executable-feedback-guide.md",
      "parent": "addons/agent-loop"
    },
    {
      "id": "addons/agent-loop/quickstart",
      "title": "Quick Start",
      "summary": "Get started with iterative AI task execution in 5 minutes.",
      "file": "addons/agent-loop/quickstart.md",
      "parent": "addons/agent-loop"
    },
    {
      "id": "addons/agent-loop/reflection-memory-guide",
      "title": "Reflection & Memory Guide",
      "summary": "Comprehensive guide to Al's episodic memory system based on the Reflexion framework.",
      "file": "addons/agent-loop/reflection-memory-guide.md",
      "parent": "addons/agent-loop"
    },
    {
      "id": "addons/agent-loop/troubleshooting",
      "title": "Troubleshooting",
      "summary": "Solutions for common Al issues.",
      "file": "addons/agent-loop/troubleshooting.md",
      "parent": "addons/agent-loop"
    },
    {
      "id": "addons/agent-loop/when-to-use-ralph",
      "title": "When to Use Ralph",
      "summary": "Understanding Al's sweet spot and avoiding the token-burning trap.",
      "file": "addons/agent-loop/when-to-use-ralph.md",
      "parent": "addons/agent-loop"
    },
    {
      "id": "addons/aiwg-fleet",
      "title": "Aiwg Fleet",
      "summary": "",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/aiwg-fleet/provider-activation",
      "title": "Provider Activation",
      "summary": "The aiwg-fleet addon ships stock quiet-mode behavior bundles for small-plan bot fleets.",
      "file": "addons/aiwg-fleet/provider-activation.md",
      "parent": "addons/aiwg-fleet"
    },
    {
      "id": "addons/aiwg-utils/agent-examples",
      "title": "Agent Examples",
      "summary": "Discoverable home for the few-shot worked examples, report scaffolds, and on-demand",
      "file": "addons/aiwg-utils/agent-examples.md",
      "parent": "addons/aiwg-utils"
    },
    {
      "id": "addons/aiwg-utils/agent-examples/aiwg-steward-examples",
      "title": "Aiwg Steward Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587).",
      "file": "addons/aiwg-utils/agent-examples/aiwg-steward-examples.md",
      "parent": "addons/aiwg-utils/agent-examples"
    },
    {
      "id": "addons/aiwg-utils/agent-examples/aiwg-steward-routing-reference",
      "title": "Aiwg Steward Routing Reference",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587, #1600).",
      "file": "addons/aiwg-utils/agent-examples/aiwg-steward-routing-reference.md",
      "parent": "addons/aiwg-utils/agent-examples"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm",
      "title": "Security/Supply Chain/External Npm",
      "summary": "",
      "collapsed": true,
      "parent": "addons/aiwg-utils"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/_commands",
      "title": "_commands",
      "summary": "These commands avoid executing untrusted lifecycle scripts during inspection.",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/_commands.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/_template",
      "title": "_template",
      "summary": "Generated: <YYYY-MM-DD>",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/_template.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/_upstream-issue-template",
      "title": "_upstream Issue Template",
      "summary": "Package: <name>",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/_upstream-issue-template.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/better-sqlite3",
      "title": "Better Sqlite3",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/better-sqlite3.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/chalk",
      "title": "Chalk",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/chalk.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/chokidar",
      "title": "Chokidar",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/chokidar.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/cli-table3",
      "title": "Cli Table3",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/cli-table3.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/commander",
      "title": "Commander",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/commander.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/glob",
      "title": "Glob",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/glob.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/graceful-fs",
      "title": "Graceful Fs",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/graceful-fs.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/graphology-operators",
      "title": "Graphology Operators",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/graphology-operators.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/graphology-shortest-path",
      "title": "Graphology Shortest Path",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/graphology-shortest-path.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/graphology-traversal",
      "title": "Graphology Traversal",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/graphology-traversal.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/graphology-types",
      "title": "Graphology Types",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/graphology-types.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/graphology",
      "title": "Graphology",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/graphology.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/hnswlib-node",
      "title": "Hnswlib Node",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/hnswlib-node.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/hono__node-server",
      "title": "Hono__node Server",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/hono__node-server.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/hono",
      "title": "Hono",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/hono.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/js-yaml",
      "title": "Js Yaml",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/js-yaml.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/listr2",
      "title": "Listr2",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/listr2.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/matric__eval-client",
      "title": "Matric__eval Client",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/matric__eval-client.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/modelcontextprotocol__sdk",
      "title": "Modelcontextprotocol__sdk",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/modelcontextprotocol__sdk.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/node-pty",
      "title": "Node Pty",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/node-pty.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/ora",
      "title": "Ora",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/ora.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/README",
      "title": "README",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/README.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/simple-statistics",
      "title": "Simple Statistics",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/simple-statistics.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/tsx",
      "title": "Tsx",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/tsx.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/types__js-yaml",
      "title": "Types__js Yaml",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/types__js-yaml.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/types__node",
      "title": "Types__node",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/types__node.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/types__semver",
      "title": "Types__semver",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/types__semver.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/typescript",
      "title": "Typescript",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/typescript.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/vitest__coverage-v8",
      "title": "Vitest__coverage V8",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/vitest__coverage-v8.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/vitest__ui",
      "title": "Vitest__ui",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/vitest__ui.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/vitest",
      "title": "Vitest",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/vitest.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/ws",
      "title": "Ws",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/ws.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/xenova__transformers",
      "title": "Xenova__transformers",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/xenova__transformers.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/xterm__headless",
      "title": "Xterm__headless",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/xterm__headless.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/yaml",
      "title": "Yaml",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/yaml.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/aiwg-utils/security/supply-chain/external-npm/zod",
      "title": "Zod",
      "summary": "Generated: 2026-05-23",
      "file": "addons/aiwg-utils/security/supply-chain/external-npm/zod.md",
      "parent": "addons/aiwg-utils/security/supply-chain/external-npm"
    },
    {
      "id": "addons/llm-wiki",
      "title": "Llm Wiki",
      "summary": "",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/llm-wiki/getting-started",
      "title": "Getting Started",
      "summary": "aiwg use llm-wiki",
      "file": "addons/llm-wiki/getting-started.md",
      "parent": "addons/llm-wiki"
    },
    {
      "id": "addons/llm-wiki/obsidian-integration",
      "title": "Obsidian Integration",
      "summary": "LLM Wiki uses [[wikilink]] cross-references natively, making the .aiwg/wiki/ directory directly brow",
      "file": "addons/llm-wiki/obsidian-integration.md",
      "parent": "addons/llm-wiki"
    },
    {
      "id": "addons/nlp-prod",
      "title": "Nlp Prod",
      "summary": "",
      "collapsed": true,
      "parent": "addons"
    },
    {
      "id": "addons/nlp-prod/eval-loop",
      "title": "Eval Loop",
      "summary": "The eval loop is nlp-prod's production quality gate. The most important property is strict isolation",
      "file": "addons/nlp-prod/eval-loop.md",
      "parent": "addons/nlp-prod"
    },
    {
      "id": "addons/nlp-prod/patterns",
      "title": "Patterns",
      "summary": "Six canonical patterns for LLM inference pipelines. Start with the simplest one that meets your requ",
      "file": "addons/nlp-prod/patterns.md",
      "parent": "addons/nlp-prod"
    },
    {
      "id": "addons/nlp-prod/productionization",
      "title": "Productionization",
      "summary": "The aiwg nlp productionize command reviews a pipeline for production readiness and generates a harde",
      "file": "addons/nlp-prod/productionization.md",
      "parent": "addons/nlp-prod"
    },
    {
      "id": "addons/prose-integration/integration-guide",
      "title": "Integration Guide",
      "summary": "Practical guide for using OpenProse programs within AIWG workflows. For conceptual overview, see ove",
      "file": "addons/prose-integration/integration-guide.md",
      "parent": "addons/prose-integration"
    },
    {
      "id": "addons/rlm/agent-examples",
      "title": "Agent Examples",
      "summary": "Discoverable home for the few-shot worked examples that used to live inline in",
      "file": "addons/rlm/agent-examples.md",
      "parent": "addons/rlm"
    },
    {
      "id": "addons/rlm/agent-examples/rlm-agent-examples",
      "title": "Rlm Agent Examples",
      "summary": "Externalized from the agent definition per the few-shot-examples rule (#1587/#1600).",
      "file": "addons/rlm/agent-examples/rlm-agent-examples.md",
      "parent": "addons/rlm/agent-examples"
    },
    {
      "id": "frameworks/media-curator/type-flexible-curation",
      "title": "Type Flexible Curation",
      "summary": "Media Curator treats audio, video, transcripts, image sets, documents, and mixed",
      "file": "frameworks/media-curator/type-flexible-curation.md",
      "parent": "frameworks/media-curator"
    }
  ]
}
