AI Agents & Systems

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Four shallow terracotta seed pans in a two-by-two block on a glasshouse bench, each germinated differently, with a single seed caught in mid-air above where all four corners meet

Codex in 2035: Scenarios for Software Teams, Verification, and Machine-Written Code

The decisive variable is not how much code agents can emit, but whether organizations can specify, verify, trace, and authorize machine-produced changes at comparable speed.

By Brecht Corbeel · August 8, 2026 · 11 min read

Five differently built brass jack fields side by side in a bright exchange room, with a patch cord's plug caught in mid-air just short of the third field

AI Agents & Systems

Codex CLI, IDE, Cloud, and Code Review: Where Each Execution Surface Fits

The right Codex surface follows from where state lives, how quickly a human must steer, and which execution boundary can be reproduced and audited.

By Brecht Corbeel · August 8, 2026 · 5 min read

A safety interlock cabinet standing open in a bright control room, one relay armature caught part-way pulled in with its contact gap still open, a console of wide plant-mimic monitors behind it

AI Agents & Systems

Reliable AI Agents Are Control Systems, Not Chatbots

Codex, Claude Code, RAG, and MCP make more sense when treated as components in a measured feedback system rather than as personalities with tools.

By Brecht Corbeel · August 8, 2026 · 11 min read

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