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deterministic-validation

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daanmt / agente-daktus-qa

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Stage 2 of the Daktus CDSS pipeline: eval and correction harness for LLM-generated clinical protocols. Pydantic schemas, AST-based logic validation, LLM-as-judge audits, multi-model routing via OpenRouter, closed-loop feedback learning, cost telemetry.

feedback-loop observability json-validation cdss pydantic medical-ai ast-analysis openrouter cost-tracking llm-as-judge structured-outputs model-routing clinical-protocol deterministic-validation daktus eval-pipeline
  • Updated May 15, 2026
  • Python

clay-good / invariant-biosynthesis

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A deterministic, fail-closed cryptographic firewall for AI-controlled labs that prevents dangerous hallucinations and prompt injections by validating DNA, peptide, and chemical synthesis requests through Ed25519 signatures, PCA-chain authority narrowing, and rigorous biological invariant screening.

rust cryptography bioinformatics synthetic-biology ed25519 protein-design ai-safety cyber-physical-systems hardware-security chemical-synthesis biosecurity llm-security biosafety fail-closed prompt-injection-defense adversarial-testing dna-synthesis deterministic-validation laboratory-auto research-security
  • Updated May 3, 2026
  • Rust

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