{
  "name": "Justin Stimatze",
  "description": "Agent infra, safety tooling, structured deliberation.",
  "url": "https://github.com/justinstimatze",
  "version": "1.0.0",
  "capabilities": {
    "streaming": false,
    "pushNotifications": true,
    "longRunningTasks": true,
    "stateTransitionHistory": false
  },
  "defaultInputModes": ["text/plain", "text/markdown"],
  "defaultOutputModes": ["text/plain", "text/markdown"],
  "authentication": {
    "schemes": ["email"],
    "endpoint": "justin@justinstimatze.com",
    "expectedResponseTime": "P3D"
  },
  "skills": [
    {
      "id": "reasoning-substrate",
      "name": "Reasoning substrate",
      "description": "Representations and protocols for agent reasoning.",
      "tags": ["multi-agent", "knowledge-base", "static-analysis"],
      "examples": [
        "gemot — structured deliberation MCP server",
        "gemotvis — real-time viz for gemot sessions",
        "winze — knowledge base that audits its own accuracy",
        "calque — finds concepts defined in N places that silently diverged",
        "defn — AI-native code database for Go"
      ]
    },
    {
      "id": "agent-calibration",
      "name": "Agent calibration",
      "description": "AI agent miscalibrations: drift, sycophancy, plan gaps.",
      "tags": ["safety", "evaluation", "claude-code", "calibration"],
      "examples": [
        "slimemold — anti-sycophancy guardrail",
        "ismyaialive — pattern detection against research codebooks",
        "plancheck — predicts which files agents will miss",
        "hindcast — calibrated wall-clock priors for Claude Code",
        "basanite — vocab-tic detector for Claude Code output"
      ]
    },
    {
      "id": "agent-infra-tooling",
      "name": "Agent infrastructure & tooling",
      "description": "Tools and libraries for agent runtimes and repo fleets.",
      "tags": ["claude-code", "go", "libraries"],
      "examples": [
        "be-my-geminis — routes Claude Code image Reads through Gemini Vision",
        "weir — capability layer for Claude Code's Bash habits",
        "mcp-dispatch — local inter-agent messaging rail for MCP clients",
        "stull — Claude Code hooks as guarded state machines",
        "adit-code — finds files that cost agents the most tool calls",
        "vidette — audits and auto-fixes config drift across a repo fleet",
        "claude-mv — migrates Claude Code state across directory moves",
        "gozim — pure-Go ZIM file reader with fulltext search"
      ]
    },
    {
      "id": "character-narrative-design",
      "name": "Character & narrative design",
      "description": "Notation and tooling for character behavior, arc design.",
      "tags": ["games", "narrative", "agent-substrate"],
      "examples": [
        "drivermap — behavioral mechanisms KB for agent-driven prediction",
        "effigy — dense character notation for LLM-driven NPCs",
        "score — arc design tool with structural linter",
        "cupel — story wish-engines and the grifts that wear their faces"
      ]
    },
    {
      "id": "ambient-generation",
      "name": "Ambient generation systems",
      "description": "Visualizations and reactions from active agent work.",
      "tags": ["mcp", "terminal", "ambient"],
      "examples": [
        "lucida — passive Vega/Mermaid/SVG generation from transcripts",
        "groupchat — LLM-driven meme deployment as braille art"
      ]
    },
    {
      "id": "side-projects",
      "name": "Side projects",
      "description": "Playful experiments that don't fit the rest.",
      "tags": ["go", "linux", "for-fun"],
      "examples": [
        "flock — system-wide goose honks on every keypress (pure-Go evdev)"
      ]
    }
  ],
  "writings": [
    {
      "title": "hybrid",
      "description": "Design patterns for hybrid LLM/deterministic loops."
    }
  ],
  "engagements": {
    "primary": {
      "role": "Head of Engineering",
      "organization": "AI Objectives Institute",
      "project": "tttc-light-js"
    },
    "contributing": [
      {
        "project": "buddy",
        "scope": "TypeScript ports of slimemold and effigy"
      }
    ]
  },
  "rateLimits": {
    "inboundMeetings": "<= 2 per day"
  },
  "unsupportedModes": [
    "social media (no accounts; returns 404)"
  ],
  "metadata": {
    "location": "Berkeley, CA",
    "lastUpdated": "2026-06-11"
  }
}