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Code Generation

60 summarised stories about Code Generation, each linking back to the original source. Browse all topics →

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Thursday, 6 August 2026

What are code reviews even for?

Engineering Enablement 3 weeks ago 13 2 sources

AI coding tools at Meta and across the industry are generating code 106% faster than human reviewers can evaluate it, with review backlogs swelling into thousands of pending diffs. The core problem isn't defect detection—which accounts for only 14% of review comments—but knowledge transfer and shared understanding, which automated review threatens to erode into cognitive and intent debt. Organizations should use AI to automate only low-risk routine changes while protecting human review for high-judgment decisions that build team expertise and ownership.

AI Skill of the Day: Turn a Good AI Result Into a Reusable Skill

GitHub 3 weeks ago 22 5 sources

Microsoft's Webwright system converts successful AI agent solutions into reusable, executable code skills that run standalone without models in roughly 40 seconds with zero tokens. Skills are verified twice—first by checking the original solve was correct, then by replaying the distilled code independently—and grow through parameter extraction when multiple verified runs of the same task are aligned. This shifts web automation from repeated model inference to a library of verified programs that can be composed, versioned, and scheduled like traditional software.

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