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Skill

Human-in-the-loop

Related work and learning, in one place.

Human review, approval, and intervention in AI-assisted workflows.

Projects

  • Gestalt — A Multi-Provider AI Workspace

    Project

    I architect and direct Gestalt’s AI-assisted development: a workspace for conversations, prompt skills, and provider execution. Its Python, React, and Rust components separate prompt content from permissions and connect to tools through MCP.

  • excubitor — Safety Fences for Autonomous Coding Agents

    Project

    I built excubitor to enforce Git checks in unattended Claude Code workflows. Python hooks block specified actions outside the model, while a separate audit checks project claims against executable evidence.

Courses & credentials