{
  "$schema": "https://doloop.io/api/v1/schema/machine-catalog.json",
  "registry": "doloop.io",
  "version": "0.1.0",
  "updated_at": "2026-06-05",
  "category": "Adversarial Intelligence",
  "tagline": "Even the smartest LLM needs to work out to get better.",
  "pitch": "You can surely work with your own LLM, but you are captive to its whims and costs. Here is a way to get better product by design. Just connect to our MCPs or call our APIs, and we will build you an adversarial intelligence machine that helps your output get better.",
  "model": "BYOL (Bring Your Own LLM). Customer keeps their Anthropic / OpenAI / Google account; doloop wraps it with deterministic adversarial donkeys + a tenant-scoped retained-learning ratchet.",
  "machines": [
    {
      "slug": "extraction-dk",
      "name": "Extraction DK",
      "modality": "Extract this for me",
      "verb": "tie-out / de-hallucinate",
      "customers": ["RevOps", "audit teams", "AP automation", "financial close"],
      "donkeys": ["wysiwyd", "schema-validators", "provenance-hooks"],
      "status": "preview",
      "manifest": "/api/v1/machines/extraction-dk.json"
    },
    {
      "slug": "writing-dk",
      "name": "Writing DK",
      "modality": "Write me this",
      "verb": "de-slop",
      "customers": ["content shops", "AI newsletter platforms", "agencies", "B2B marketing"],
      "donkeys": ["pebble", "doloop-mcps:diagnose_prose", "doloop-mcps:diagnose_voice", "doloop-mcps:diagnose_structure", "doloop-mcps:diagnose_apparatus"],
      "status": "preview",
      "manifest": "/api/v1/machines/writing-dk.json"
    },
    {
      "slug": "conversations-dk",
      "name": "Conversations DK",
      "modality": "Chat with this user / be this character",
      "verb": "de-sycophant / de-loop",
      "customers": ["companion-AI products", "customer-support bots", "voice agent platforms"],
      "donkeys": ["phaedrus", "doloop-mcps:diagnose_conversation", "doloop-mcps:diagnose_safety"],
      "status": "preview",
      "manifest": "/api/v1/machines/conversations-dk.json"
    },
    {
      "slug": "presentations-dk",
      "name": "Presentations DK",
      "modality": "Show me this",
      "verb": "de-Excel / land-the-finding",
      "customers": ["editorial teams", "dashboards-as-a-service", "analyst firms"],
      "donkeys": ["inkwell", "slide-hygiene-tool (TBD)"],
      "status": "preview",
      "manifest": "/api/v1/machines/presentations-dk.json"
    }
  ],
  "discovery": {
    "tools": "/api/v1/tools/index.json",
    "openapi": "/api/v1/openapi.json",
    "ai_plugin_manifest": "/.well-known/ai-plugin.json"
  }
}