SFEIR

SFEIR is an engineering firm of roughly 1,000 people claiming a production capacity equivalent to 10,000, directed by Didier Girard and parent group of WEnvision. It is a partner of both Google Cloud and Anthropic, calls itself an "AI Only" cabinet, and holds that the model is a commodity while the durable advantage sits in the engineering around it: Context Engineering, the harness, cost governance.

That position makes it both author and subject. Its readings of Kimi K3, the Mistral/Microsoft agreement, GPT-5.6 and Airbus's choice of Scaleway each move the question off the announcement and onto architecture: route between models rather than hunt a champion, separate the model from the channel, design to exit, treat vendor-stated specs as claims rather than measured facts.

The recurring object is its own 11-phase cycle. Review there is deliberately not a human gate: "Review instrumente. Ship décide." The argument is that verification, never generation, was the bottleneck, and that software quality now lives in the ring of constraints around the agent rather than in the code. Internally, the firm switched to a Skill Based Organisation in February 2026 under Rosalie Zandona, with up to 13 competencies identified per métier, and predicts 850 fully AI-augmented consultants by the end of 2026.

One tension stays open. SFEIR insists that figures a model vendor publishes about itself be treated as claims, then reports a 30% drop in correction iterations after ten cycles as an internal measure whose protocol is not published.