An agent that reverse engineers by guessing is worse than useless
"See a feature you like. Understand how it works, down to the binary level." That is the pitch of REA, and it is the one job your coding agent could not do until now.
6 stories
"See a feature you like. Understand how it works, down to the binary level." That is the pitch of REA, and it is the one job your coding agent could not do until now.
Attributed compile (not original research) Primary source: ChatGPT & Codex changelog by OpenAI, Codex CLI releases 0.156.0 (2026-09-22) through 0.160.0 (2026-10-01), plus OpenAI's Codex CLI command reference Announcement context: OpenAI Developers announced the "major refresh" on 2026-09-29; the…
Security agents fail in a specific way: they understand what you want but cannot translate that intent into the exact command-line invocation required. KaliBench is a benchmark that measures this translation layer directly, without executing potentially dangerous security tools in a live…
Ran out of usage, logged out, logged into the other account, got tired of it, so I automated it. Fast track: throw this post's URL at your AI and tell it to set this up for you. TLDR: Make several codex CLIs (two, in this post). Share everything.
Bridging the CLI to Desktop Gap in my AI Workflow If you are running commandline AI agents but still find yourself bouncing back to desktop chat windows to orchestrate your development workflow, this one is for you.
Turning a track down can prevent overload later in the playback chain. It cannot, by itself, reconstruct a waveform that has already been flattened. Before changing a prompt, buying a repair plugin, or exporting again, find out which of those situations you have.
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