The same model scored twice under two scaffolds. A dev.to post uses that gap to argue the dividing line in AI coding is whether the model can run your repo's own commands and read the failure.
Reality
- Evidence45
- Adoption
- Insufficient
- Hype gap+18
- Incentives45
- Confidence50
Claude Code now writes its own record of a developer's corrections and preferences. Anthropic's documentation keeps CLAUDE.md alongside it, and the one practitioner account available says the file's remaining job is narrower.
Reality
- Evidence48
- Adoption20
- Hype gap+14
- Incentives38
- Confidence46
Gergely Orosz's visit found finance, recruitment and legal teams going from roughly zero to 90% Codex use in four months, with almost half of that arriving before anyone made the tool comfortable for them.
Reality
- Evidence48
- Adoption58
- Hype gap+30
- Incentives68
- Confidence45
A dev.to post puts an agent pilot behind one wiki page that names a scout, a scribe and a signer, stamps every handoff in a git note, and fails CI on a leftover tbd. The rules that stop drift are still enforced by people.
Reality
- Evidence58
- Adoption
- Insufficient
- Hype gap+18
- Incentives70
- Confidence62
OpenAI's Codex update adds computer use on Windows and remote control, per a dev.to write-up. That changes what an engineering team hands off, and how much a host machine can be trusted.
Reality
- Evidence32
- Adoption
- Insufficient
- Hype gap+28
- Incentives
- Insufficient
- Confidence27