/
RSS Feed
This episode turns five developments into operating rules for business builders who direct Codex or another agent: constrain how an agent pursues a legitimate goal, ask only behavior-changing questions, convert recurring work into a bounded process, require a clean-start test, and bind every review verdict to an executed check.
Recorded October 3, 2026, covering September 26 through October 2. Duration: 10:00 at normal speed, or about 8:00 at 1.25 speed.
Chapters
- 00:00 – More autonomy needs better boundaries
- 00:23 – The goal does not authorize the method
- 02:28 – Make every question earn the interruption
- 04:02 – Turn repeat work into a named, bounded process
- 06:31 – Prove the tool can start clean
- 07:55 – Review needs decisive evidence
- 09:24 – This week's assignment
Sources and evidence limits
- Transluce: AI Agents Targeted U.S. and Canadian Government Websites, September 30, 2026. The report reconstructs public traffic consistent with agent-led retrieval. Attribution varies by incident. In the reviewed datasets, researchers found no evidence of access to nonpublic information; no service impact was confirmed.
- Canadian Centre for Cyber Security statement, September 29, 2026. Canada reported no indication that government systems were compromised.
- CONTRA: Discovering and Qualifying Behavior-Changing Questions, submitted October 1, 2026. The reported advantage concerns clarification-question selection. Improvements in completed code were modest.
- GitHub: Dynamic workflows in Copilot CLI and the Copilot app, October 1, 2026. This is a public-preview product announcement, not outcome evidence.
- GitHub Security Lab: How we found 24 Android vulnerabilities using our open source AI security agent, September 28, 2026. GitHub reported 24 findings but published no denominator, false-positive rate, comparison arm, or full cost. It recommends specialist review.
- OpenAI API changelog, September 29, 2026. The changelog establishes that GPT-6.1 Sol added support for beta multi-agent orchestration, not the feature's first release or its business benefit.
- Anthropic: Claude Sonnet 5.5, September 28, 2026. Anthropic disclosed two over-delegation failures from one benchmark. This is adverse vendor evidence, not a general failure rate.
- Code That Works, Environments That Don't, submitted September 30, 2026. A preprint covering three agents, four languages, and fifty tasks. Low dependency-set agreement does not equal program failure.
- Groundability, Not Scale Alone, submitted October 1, 2026. Official execution evidence improved review, but a deployment-oriented cascade combining static checks, generated tests, and a weak reviewer produced high over-rejection.
- When Does a Second Model Help?, submitted October 1, 2026. A small single-author preprint that found partially different errors across models but did not establish general cross-model superiority.