Agents After Dark, by Prefactor

Conversations on AI agents in production

The people running AI agents and MCP in production, on evaluation, security, and what separates a demo from a live system.

Agents After Dark, by Prefactor
  1. Sara Abak on securing the enterprise while AI outruns the rules

    Chief Information Security Officer & Industry Leader (Energy & Water), Grampians Wimmera Mallee Water

    Sara Abak asks a simple question: would a carmaker ship a vehicle without a seatbelt? She argues the most powerful software ever built ships with almost no regulatio…

  2. Ajay Kumar on running MCP in production

    Head of MCP Services, InfoTrack

    What happens when your customer is an AI agent, not a person? For 25 years InfoTrack has sold authoritative legal and property data to people clicking through interf…

    40:17

  3. Aaron Vanston on building trustworthy AI when a mistake can be life and death

    Co-Founder and CTO, Buildpass

    Construction is an unforgiving place to put AI. The data is scattered across drawings, site diaries, forms, and worker credentials, and a wrong answer can mean a def…

    39:34

  4. Matthew Blode on shipping 90% AI-written code at 60 million users

    Senior AI Engineer, Linktree

    Matthew Blode writes more than 90 percent of his code with AI, using Claude Code, OpenAI Codex, and Cursor, yet writes less code than he ever has. He walks Matt Doug…

    31:45

  5. Andrew Bird on what an AI agent actually buys

    Head of AI, Affinda

    Affinda sells document processing, and Andrew Bird, its first Head of AI, spent 18 months rebuilding the product on top of large language models rather than bolting …

    32:26