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pyrit

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Chained Harm & Injection Measurement for Evaluating Risks in Agents — a red-team research framework that tests hosted models, agentic apps, RAG pipelines, MCP servers, AI coding assistants, macOS desktop apps, and browser extensions against context-pollution, prompt-injection, and chain-composition attacks.

  • Updated Jun 28, 2026
  • Python

Three-tier AI red-teaming platform (PyRIT) testing this portfolio's own LLM/agent systems — real obfuscation attacks, Microsoft's Crescendo multi-turn technique, and agent manipulation testing, with vulnerabilities found and defense-in-depth verified against live infrastructure.

  • Updated Sep 7, 2026
  • Python

Production-grade multi-agent AI research platform: LangGraph 4-agent pipeline (Search→Summarize→Write→Verify) through a TensorZero gateway (gpt-4o + Groq fallback), AWS Bedrock guardrails, Redis STM, pgvector LTM, semantic cache, LangSmith scoring, PyRIT red-team tests; Terraform + GitHub Actions CI/CD with observability, retries, and auth.

  • Updated Aug 13, 2026
  • Python

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