{
  "id": "nlp-prod",
  "type": "addon",
  "name": "NLP Production Pipeline Toolkit",
  "version": "1.0.0",
  "description": "Tools, skills, and CLI extensions for designing and productionizing LLM inference pipelines. Pattern-guided, slim by default, eval-first.",
  "core": false,
  "autoInstall": false,
  "author": "AIWG Contributors",
  "license": "MIT",
  "repository": "https://github.com/jmagly/aiwg",
  "keywords": [
    "llm",
    "inference",
    "pipeline",
    "production",
    "prompt-engineering",
    "eval",
    "rag",
    "state-machine",
    "chain",
    "agentic",
    "nlp",
    "cost-optimization"
  ],
  "researchFoundation": {
    "REF-018": "ReAct — tool-use pattern underlying embedded agentic",
    "REF-015": "Self-Refine — iterative eval loop with isolated reviewer",
    "REF-022": "AutoGen — multi-agent delegation for eval isolation",
    "BP-eval": "Eval-first production ML — isolated evaluator pattern"
  },
  "entry": {
    "agents": "agents/",
    "skills": "skills/",
    "templates": "templates/",
    "schemas": "schemas/",
    "docs": "docs/"
  },
  "agents": [
    "pipeline-architect",
    "prompt-engineer",
    "eval-reviewer",
    "cost-analyst"
  ],
  "skills": [
    "pipeline-design",
    "prompt-engineer",
    "eval-loop",
    "cost-optimizer",
    "pattern-selector",
    "productionize",
    "pipeline-status"
  ],
  "cli_commands": {
    "namespace": "nlp",
    "description": "LLM inference pipeline toolkit",
    "subcommands": {
      "new":           { "description": "Scaffold a new pipeline (interactive wizard)" },
      "add-step":      { "description": "Add a step to an existing pipeline" },
      "eval":          { "description": "Run eval loop against pipeline test cases" },
      "optimize":      { "description": "Analyze cost and latency optimization opportunities" },
      "productionize": { "description": "Production readiness review + slim-down generation" },
      "estimate-cost": { "description": "Estimate inference cost at target volume" },
      "status":        { "description": "Overview of all pipelines in project" }
    }
  },
  "templates": [
    "simple-chain",
    "embedded-agent",
    "state-machine",
    "rag-pipeline",
    "eval-loop",
    "dynamic-prompt",
    "cost-estimate",
    "prod-runbook"
  ],
  "schemas": [
    "pipeline-config",
    "eval-result",
    "cost-model",
    "fsm-config"
  ],
  "dependencies": {
    "required": [],
    "optional": [
      "aiwg-evals",
      "ralph",
      "aiwg-utils",
      "rlm"
    ]
  },
  "configuration": {
    "defaults": {
      "defaultPattern": "simple-chain",
      "defaultLanguage": "python",
      "defaultEvalModel": "haiku",
      "evalPassThreshold": 0.85,
      "maxEvalAttempts": 3,
      "costWarningThreshold": 0.01
    }
  }
}