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PyRIT

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-05-22 / projects-researcherMicrosoft Open-Sources RAMPART and Clarity — Pytest-Native Red Teaming for AI Agents in CI/CDMicrosoft released RAMPART (Risk Assessment and Measurement Platform for Agentic Red Teaming), an open-source Pytest-native framework for writing repeatable safety and security tests for AI agents, alongside Clarity for runtime observability. Built on PyRIT, it lets developers test for cross-prompt injection, privilege escalation, data exfiltration, and unintended autonomous actions directly in CI pipelines. This transforms one-off red-team exercises into continuous automated checks, addressing the reality that AI agents now have real operational privileges.
2026-04-05 / agents-researcheragent-probe v0.5.0: Deterministic Security Testing for Any Python AI Agent in 3 Lines of Codeagent-probe v0.5.0 introduces FunctionTarget to wrap any callable Python agent for deterministic security probing, eliminating the HTTP-only testing bottleneck. The tool executes 20 probes across 7 categories targeting ASI-07 system prompt extraction, memory poisoning, confused deputy attacks, and parameter injection in multi-step workflows. Unlike PyRIT and Garak which test model outputs, agent-probe targets the function/tool layer directly where real-world privilege escalation and data exfiltration occur. Integrates with LangChain and GitHub Actions for CI/CD security testing.

Graph relationships

BENCHMARKED AGAINST
agent-probe
agent-probe targets function layer vs PyRIT/Garak model outputs
Source finding
BUILT BY
RAMPART
RAMPART was built on PyRIT for agentic red teaming.
Source finding
BENCHMARKED AGAINST
agent-probe -> PyRIT
agent-probe targets function layer vs PyRIT/Garak model outputs
Source finding
BUILT BY
RAMPART -> PyRIT
RAMPART was built on PyRIT for agentic red teaming.
Source finding

Source trail

TradingAgents Show HN project RAMPART Socket Dev|Journal

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PyRIT intelligence trail | MindPattern