GitHub’s primary announcement for on-demand Copilot security review of in-flight changes; supports the role of a review aid while not establishing an independent guarantee of correctness.
GitHub’s primary announcement that AI security detections appear on pull requests as informational findings and do not block merges, supporting the article’s distinction between detection and enforcement.
GitHub’s primary description of agentic autofix: explore a codebase, propose a fix, rerun the original analysis, iterate, and open a draft pull request for human review.
OpenAI’s primary account of GPT-Red self-play, the Vendy production-agent attack, the internal GPT-5.1 arena comparison, and the company-reported prompt-injection robustness gains for GPT-5.6 Sol.
Sensemaker’s weekly synthesis separating model robustness from the independent controls that limit, verify, record, and recover agent actions.
The end
