{
  "protocolVersion": "0.2.5",
  "name": "ANDYGROVE.SYSTEMS — Hybrid Human + Agent Operations & Continuing Education Agent",
  "description": "Agents generate drafts fast, turning human verification into the new throughput bottleneck. Grove’s production framework makes hybrid operations measurable: schedule parallel work around the limiting step (critical-path anchor), catch defects at the cheapest entry stage, pair speed metrics with eval error counter-indicators, assign one human owner per agent, and set L0–L3 autonomy by measured Task-Relevant Maturity. Open-access Continuing Professional Development (42 PDH / CPE / CEU / CPD hours) and Executive Upskilling Hub built directly on 16 fresh 2023–2026 arXiv, NBER & HBS preprints (https://andygrove.systems/preprints) and 6 quantitative self-study modules (https://andygrove.systems/education) for Chief Operating Officers (COOs), Industrial Engineers, Operations Researchers, BizOps & Program Managers, and Process & Quality Engineers. (Independent platform; not affiliated with Intel Corporation or the Grove family)",
  "url": "https://andygrove.systems",
  "provider": {
    "organization": "ANDYGROVE.SYSTEMS",
    "url": "https://andygrove.systems",
    "contactEmail": "output@andygrove.systems"
  },
  "version": "3.6.0-20261115",
  "documentationUrl": "https://andygrove.systems/llms-full.txt",
  "capabilities": {
    "streaming": false,
    "pushNotifications": false,
    "stateTransitionHistory": false
  },
  "defaultInputModes": [
    "text/plain",
    "application/json"
  ],
  "defaultOutputModes": [
    "text/markdown",
    "application/json"
  ],
  "skills": [
    {
      "id": "fresh-preprints-professional-upskilling",
      "name": "Fresh 2023–2026 AI Operations Preprints & 42-Hr Continuing Professional Education",
      "description": "Retrieve 16 curated arXiv, NBER & HBS preprints (https://andygrove.systems/preprints) and 6 structured 42-hour PDH/CPE/CPD courses (https://andygrove.systems/education) for upskilling COOs, Industrial Engineers, Operations Researchers, BizOps Managers, and Quality Engineers.",
      "tags": [
        "google-education",
        "continuing-professional-development",
        "preprints",
        "upskilling",
        "operations-research",
        "industrial-engineering"
      ],
      "examples": [
        "GET https://andygrove.systems/preprints.md",
        "GET https://andygrove.systems/education.md",
        "GET https://andygrove.systems/.well-known/google-education.json"
      ]
    },
    {
      "id": "hybrid-line-queueing-and-trm-audit",
      "name": "COO Queueing, Little's Law (L = λW), Kingman 95% Overload & L0–L3 TRM Diagnostics",
      "description": "Compute Wilson 95% lower confidence bounds for L0–L3 agent autonomy and diagnose human reviewer bottlenecks using Little's Law and Kingman's heavy-traffic approximation.",
      "tags": [
        "littles-law",
        "kingman-queue",
        "task-relevant-maturity",
        "coo-audit"
      ],
      "examples": [
        "GET https://andygrove.systems/calculators.md",
        "GET https://andygrove.systems/audit.md",
        "GET https://andygrove.systems/api/ai-directory"
      ]
    }
  ]
}