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7/22Wed
  1. Augment Code · Blog62

    What is loop engineering, and how are leading software engineering teams using it?

    Augment Code proposes loop engineering: designing agent loops that run from trigger to execution to validation to outcome, with agents handling the intermediate steps and humans stepping in only at checkpoints that require judgment. The article compares loop engineering with prompt engineering and context engineering as distinct layers, lays out five stages—trigger, execution, validation, outcome, and improvement—and describes four team-level loops already running in production: code review, ticket-to-PR, vulnerability remediation, and incident response.

    Why it matters: Augment Code breaks loop engineering into five stages—trigger, execution, validation, outcome, and improvement—and lays out four team-level loop patterns already running in production.

2/17Tue
  1. Martin Alderson76

    When AI finds a zero-day in software nobody maintains, who fixes it?

    Anthropic's red-team research shows that Claude Opus 4.6 can find 500 high-severity vulnerabilities in mature open-source projects like GhostScript and OpenSC—some of which have been sitting there for decades.

    Why it matters: Using an RCE case he reproduced himself, the author shows that once AI drives the cost of finding vulnerabilities down, unmaintained software becomes the real risk surface.