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  • Building a Realtime Voice Agent on Top of an MCP Tool Boundary
    Uncategorized

    Building a Realtime Voice Agent on Top of an MCP Tool Boundary

    How a Spanish voice-agent prototype combines WebRTC, server-side tool execution, MCP legal search, and stale-turn handling without exposing retrieval internals.

    Ian Hafkenschiel

    Sep 17, 2026

    8 min read

  • What Evidence Should Internal Audit Request for a Generative AI Workflow?
    AI Governance

    What Evidence Should Internal Audit Request for a Generative AI Workflow?

    Policies and application logs do not necessarily prove what happened in a specific AI-assisted outcome. This fieldwork guide explains the eight records internal audit…

    Jul 27, 2026

    27 min read

  • AI Skills

    You Can’t Whitelist Your Way to an Unattended Agent

    Why we built pipe-down, an open-source Claude Code skill that keeps a coding agent inside its own permission allowlist. Start a coding agent on…

    May 22, 2026

    7 min read

  • AI Governance

    Most AI Risk in Regulated Companies Isn’t Model Risk

    Why we built Audit Grill-Me, an open-source methodology for auditing AI-enabled workflows Ask a team in a regulated company to prove how one of…

    May 21, 2026

    7 min read

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AI systems for regulated industries. Field notes from the audit boundary, written by the people who build them.

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