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verification for Reactive Agents — semantic entropy and fact decomposition","maintainers":[{"name":"tylerbuell","email":"tylerjrbuell@gmail.com"}],"readme":"# @reactive-agents/verification\n\nPost-LLM output verification for the [Reactive Agents](https://docs.reactiveagents.dev/) framework. **v0.10.3**\n\nReduces hallucinations by combining multiple complementary techniques: semantic entropy (consistency across samples), fact decomposition (atomic claim checking), NLI-based hallucination detection, multi-source corroboration, and self-consistency voting. Each layer is independent — pick the ones that fit your latency and cost budget.\n\n## Installation\n\n```bash\nbun add @reactive-agents/verification\n```\n\nOr via the umbrella:\n\n```bash\nbun add reactive-agents\n```\n\n## Techniques\n\n| Layer                | Approach                                                          | Function                                  |\n| -------------------- | ----------------------------------------------------------------- | ----------------------------------------- |\n| Semantic entropy     | Sample N times; entail-cluster outputs; high entropy → low confidence | `checkSemanticEntropy(LLM)`         |\n| Fact decomposition   | Break output into atomic claims, verify each independently        | `checkFactDecomposition(LLM)`             |\n| NLI hallucination    | Detect entailment between claim and source via NLI model          | `checkNli`, `checkHallucination(LLM)`     |\n| Multi-source         | Cross-check the answer against multiple retrieval sources         | `checkMultiSource(LLM)`                   |\n| Self-consistency     | Majority vote over N independent samples                          | `checkSelfConsistency`                    |\n\nEach `check*` function returns a `LayerResult` with confidence, evidence, and risk classification.\n\n## Quick Example\n\n```typescript\nimport { ReactiveAgents } from \"reactive-agents\";\n\nconst agent = await ReactiveAgents.create()\n  .withName(\"fact-checker\")\n  .withProvider(\"anthropic\", { model: \"claude-sonnet-4-6\" })\n  .withVerification()\n  .build();\n\nconst result = await agent.run(\"In what year did the Berlin Wall fall?\");\nconsole.log(result.metadata.confidence); // 0.0–1.0 composite confidence\nconsole.log(result.metadata.verification); // per-layer evidence\n```\n\nWhen confidence falls below the configured threshold, the agent can re-sample, escalate to the user (when paired with `@reactive-agents/interaction`), or surface a `VerificationFailed` error.\n\n## Direct Layer Usage\n\nUse individual layers without the full builder pipeline:\n\n```typescript\nimport { Effect } from \"effect\";\nimport { checkSemanticEntropyLLM, checkHallucinationLLM } from \"@reactive-agents/verification\";\nimport { LLMService } from \"@reactive-agents/llm-provider\";\n\nconst program = Effect.gen(function* () {\n  const llm = yield* LLMService;\n  const entropy = yield* checkSemanticEntropyLLM({\n    llm,\n    question: \"What is the capital of Australia?\",\n    answer: \"Canberra\",\n    samples: 5,\n  });\n  return entropy; // { confidence, riskLevel, evidence }\n});\n```\n\n## Configuration\n\n```typescript\n.withVerification({\n  layers: [\"semantic-entropy\", \"fact-decomposition\", \"nli\"],\n  threshold: 0.7,\n  samples: 5,\n  judgeModel: \"claude-haiku-4-5-20251001\",\n})\n```\n\n## Key Exports\n\n| Export                                              | Purpose                                                |\n| --------------------------------------------------- | ------------------------------------------------------ |\n| `VerificationService`, `VerificationServiceLive`    | Composite verification entry point                     |\n| `checkSemanticEntropy`, `checkSemanticEntropyLLM`   | Entropy across N samples                               |\n| `checkFactDecomposition`, `checkFactDecompositionLLM` | Per-claim verification                                |\n| `checkNli`                                          | NLI-based entailment check                             |\n| `checkHallucination`, `extractClaims`               | Claim extraction + hallucination detection             |\n| `checkMultiSource`, `checkSelfConsistency`          | Corroboration and majority-vote layers                 |\n| `createVerificationLayer`                           | Factory for the runtime layer                          |\n| `RiskLevel`, `ConfidenceScore`, `LayerResult`       | Schemas + types                                        |\n\n## Documentation\n\n- Full docs: [docs.reactiveagents.dev](https://docs.reactiveagents.dev/)\n- Pairs with [`@reactive-agents/guardrails`](https://www.npmjs.com/package/@reactive-agents/guardrails) for *pre*-LLM safety filtering\n\n## License\n\nMIT\n","readmeFilename":"README.md"}