Hi, i'm

Frédéric

DevOps / Technical Project Management / AI tooling

I build tools, workflows, and experiments at the edge of software engineering, AI agents, and real-world project constraints.

Current focus

AI-assisted work, made explicit

The current work is about making multi-agent workflows visible, versioned, inspectable, and human-controlled instead of relying on manual copy-paste between isolated chat sessions.

Writing

Latest notes

Why M8Shift Exists

M8Shift exists because different AI agents should work together through shared context, explicit roles, handoffs, and human validation.