Topic
Use of AI assistants to generate code and commits, and the effects on developer work.
Google DeepMind's Gemini 4 Argon report shows no significant acceleration in AI progress since April, though AI writes over 75% of the lab's code. The post-April rate is 30% above the earlier one, yet DeepMind's analysis finds no substantial difference.
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Brandon Thomas used Claude and Rust to build ArtCraft, seven free apps modeled on Adobe's Photoshop, Illustrator and Premiere Pro, TechRepublic reported. Early reviews found the look came easier than the function. A team weighing a switch should test file handling first.
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Linus Torvalds submitted Claude Code-assisted patches that lift synthetic page-cache reads 23-fold, to 304 million a second. He warned real workloads will gain far less, and reviewers have since reported a race condition.
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Linus Torvalds says Claude Code largely wrote Linux page-cache patches that cut kernel cycles per read from about 2,950 to 725 in his test. The branch was still outside mainline 7.3-rc6 on October 13, so the kernel has not yet taken the code.
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A developer has Super Mario 64 running natively on Microsoft's 2009 Zune HD through the unofficial OpenZDK kit. The repo says it plays mostly at full speed, and it ships no ROM, so players must supply their own.
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ArtCraft, a largely AI-written Rust project, releases open-source clean-room look-alikes of Photoshop, Premiere and Lightroom. Its solo developer targets full parity within a month, Tom's Hardware reported, and one person must now verify code that commenters have flagged for safety risks and missing features.
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Cloudflare added an Inspect panel to Browser Run recordings on September 18, 2026, with console logs, network activity and the final DOM beside the replay. A dev.to guide says the gain is giving an AI coding tool the evidence of a failure in order.
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CI and reviewer attention set the pace when one developer's AI tool pushed hundreds of commits into an industrial C++ repo over 15 days. The remaining delay sits in how changes are sliced into commits and CI jobs, a part of the cycle GitHub's sub-30-second Copilot review does not shorten.
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Linear's CI rework and a Salesforce code review postmortem describe different failures in the layer that judges a change. One was fixed with faster runners and a compiler swap, the other by rebuilding how a diff is presented to a human.
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The R consultancy says what settled its retreat was code arriving faster than the team could read it. Its own decision record lists two other reasons that would have moved the project anyway.
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A September 2026 security update made paste fail without an error across five Office product lines. The follow-up KB names conditional formatting as the trigger and still tells admins paste might continue to fail.
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A dev.to design essay argues CI was sized for human review speed and proposes tiering checks by cost and failure probability. Its figures are examples, so the case rests on the failure modes it names.
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A developer who let AI write every line of application logic for 30 days now merges nothing until a second model in a clean context has tried to break the diff and failed. The post credits two different fixes.
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A dev.to post traces one payments system from an updated_by column to a March repair job rebuilt out of the provider's statements. Its claim is that the retention choice had to be made before any code was generated.
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An open-source browser arcade puts eight games behind one shell interface at about 35 kB gzipped with no runtime dependencies. The rules files import neither DOM nor Canvas, and a mid-project redesign never reached them.
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Six months in, a Playwright and Flutter test engineer reports that scaffolding generates fine from a plain-language bug report plus existing page objects, and that every generated assertion gets rewritten by hand.
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Sekiban DCB's Decider template ships three worked feature slices for an agent to copy. In this walkthrough, review, implementation, build, concurrency tests on a real PostgreSQL database and UI fixes took under an hour.
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A year on from the CISA and NSA memory-safety report, the adoption evidence is still provider roadmaps and practitioner judgement about C and C++ code that nobody proposes to rewrite wholesale.
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GitGuardian counted a 34 percent rise in new leaked secrets against 43 percent growth in commits, so the rate per commit slipped about six percent even as the raw total set the company's single-year record.
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Mid-size engineering teams can now run GitHub Advanced Security against their own repositories for 30 days without a sales call, and then they have to decide what a good result looks like. Mitch Ashley of The Futurum Group says the bottleneck was procurement.
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