AI agent governance workshops, talks and training

Hands-on workshops, conference talks, meetups and private training on AI agent governance: the ProofAgent Index (PAI), adversarial evaluation with the open-source ProofAgent Harness, and turning a compliance obligation into a test that either passes or fails. Delivered on site or remote, for engineering, platform and risk teams.

What the sessions teach

Every session is built on the four axes of the ProofAgent Index — evaluation, context, compliance and governance — published on arXiv (arXiv:2607.27677) as "Stop Shipping AI Agents on Faith: Capability Is Not Production Readiness". Attendees learn to score an agent's production readiness rather than its capability: a strong axis cannot rescue a weak one, all four axes are required or the verdict is withheld, and anything dangerous caps the score with the report naming what capped it.

Hands-on with the open-source Harness

Nothing taught is proprietary. Sessions run on the Apache 2.0 ProofAgent Harness (published to PyPI as proofagent-harness), with its 183 adversarial traps across 11 attack families and its screening against a catalog of 25 regulatory frameworks. Attendees wire up their own agent, run multi-turn adversarial evaluation against it, read the evidence-linked findings, and leave able to repeat the whole exercise on their own machine.

Formats

  • Workshop — hands-on, half day to two days, attendees evaluate their own agents
  • Training — structured multi-day programme for a whole team, on site or remote
  • Talk — a conference or internal all-hands session on why capability is not production readiness
  • Meetup — community session, usually alongside a local AI or platform engineering group

Private sessions for your team

Any session can be delivered privately and rebuilt around your own agents, your own regulatory scope and your own release process. Tell us the audience, the timeframe and the topics and you get a concrete agenda back rather than a brochure.

ProofAgent — the AI agent governance platform ProofAgent Harness — open-source AI agent testing framework ProofAgent Harness documentation ProofAgent Platform — enterprise AI agent evaluation The 5-stage AI agent evaluation pipeline ProofAgent pricing — free open source to enterprise ProofAgent vs Phoenix, LangSmith, DeepEval, Langfuse Sample AI agent evaluation report Security and compliance for AI agent evaluation Open ecosystem for AI agent evaluation ProofAgent community blog AI agent governance workshops, talks and training Request a private AI agent governance workshop About ProofAgent and founder Fouad Bousetouane Research behind ProofAgent — published papers ProofAgent Harness whitepaper Human-on-the-Bridge paper The Context Fails First — context engineering paper Privacy policy Terms of service ProofAgent Harness on GitHub proofagent-harness on PyPI ProofAgent Harness whitepaper (arXiv:2605.24134) Human-on-the-Bridge (arXiv:2606.16871)