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Written by the people who broke it.

Engineering notes on things that actually happened — including the ones that were our fault — and long reads on what is moving in AI and technology.

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  1. Policy9 min readStarktronix Editorial

    EU AI Act: high-risk rules delayed, transparency duties already live

    Regulation (EU) 2026/1744 moved high-risk AI obligations to December 2027 and August 2028. The transparency rules for chatbots, synthetic content and deepfakes have applied since 2 August 2026, with only a short marking grace period for generative systems already on the market.

  2. Models8 min readStarktronix Editorial

    Frontier AI now ships in tiers: what gated access means for builders

    Claude Fable 5.1, Claude Mythos 5.1 and GPT-6 Astra all launched in early September with capability split across access tiers. Here is how gated release works, what it costs and how teams building on these models should plan.

  3. Security9 min readStarktronix Editorial

    Hours, not days: the defensive lessons of AI-run cyber operations

    Anthropic's threat report, published on 10 September, describes a suspected state-linked espionage group, extortion crews and a lone hacktivist handing reconnaissance, exploitation and data theft to AI agents. The techniques are familiar, but the staffing and speed are not, and defenders need to adjust.

  4. Compute8 min readStarktronix Editorial

    Nvidia's $96bn quarter and the shift to custom inference chips

    Nvidia reported $96.2 billion in quarterly revenue on 26 August and guided higher while assuming no China data-centre compute sales. Thirteen days later, a Qualcomm filing revealed an Amazon warrant tied to up to $60 billion of chip purchases.

  5. Energy9 min readStarktronix Editorial

    AI's power squeeze: PJM's backstop auction and Google's nuclear deal

    PJM has asked regulators for a one-off auction to fill a 6,831 MW capacity gap, and for new data centres lacking their own supply to be curtailed before households in emergencies. In Finland, Google has signed for up to half of a nuclear plant's output.

  6. Robotics8 min readStarktronix Editorial

    FCC robot curbs and Unitree's IPO split the humanoid market

    On 28 July the FCC barred new foreign-produced robots from US equipment authorisation, and on 19 August Unitree closed 460% up on its Shanghai debut. Here is how the rule works, what remains unclear and what operators should change.

  7. Mobility8 min readStarktronix Editorial

    Robotaxi fleets scale up as a federal audit tests the Cybercab

    Nevada approved permits for up to 8,000 robotaxis and Waymo reached 14 cities, while NHTSA opened an audit of how Tesla certified its pedal-free Cybercab. An open audit is not a finding, and this piece explains why that distinction matters.

  8. Health9 min readStarktronix Editorial

    FDA's generative-AI device paper: a risk grid, not yet a rulebook

    On 18 August 2026 the FDA published a discussion paper on medical devices built with generative AI, with feedback due by 19 October. It is not guidance, but its risk grid and testing ideas offer a practical lens for anyone deploying health AI.

  9. Models8 min readStarktronix Editorial

    Distillation disputes put Chinese open-weight models under scrutiny

    US security agencies and Anthropic accuse Chinese AI labs of harvesting American models' outputs at industrial scale, and Beijing calls the claims baseless. Open-weight releases keep arriving regardless, leaving model buyers and heavy API users with new provenance and operational risks.

  10. Copyright8 min readStarktronix Editorial

    AI training copyright: US backs fair use, Munich rules against Suno

    A Munich court has ruled that Suno's music models memorised and reproduced protected compositions, even though training happened in the US. Weeks later, the US Justice Department told a New York court that training language models on copyrighted text is fair use.

  11. Work8 min readStarktronix Editorial

    Fewer junior hires, not mass layoffs: what AI job data shows so far

    Stanford researchers report that employment of 22- to 25-year-olds in highly AI-exposed jobs is 19% below where it would be had it kept pace with less-exposed peers. Meanwhile, AI slipped to fourth among reasons employers gave for August job cuts.

  12. Data2 min readStarktronix Engineering

    The export that swapped month and day

    A date is ambiguous exactly when the day is twelve or lower. Above that the format gives itself away — which is why the bug hid for so long.

  13. Data2 min readStarktronix Engineering

    The metadata you can never capture again

    We hold a corpus of scans and only recently understood what we had failed to record at capture time. Capture the context first.

  14. Spatial2 min readStarktronix Engineering

    Projection onto a curved surface is a geodesic problem

    Standard decal projection is a box projector. It is fast, it is well understood, and it is wrong on anything that curves in two directions at once.

  15. Verification2 min readStarktronix Engineering

    Your UI test is lying to you

    The tests called the handlers directly. A real trackpad click jitters more than three pixels, and the drag guard swallowed it. Verification has to dispatch real events.

  16. Concurrency2 min readStarktronix Engineering

    The bug that only appeared when someone was fast

    The key allocator read the maximum, incremented, and wrote — with no guard between the read and the write. Two parallel writes computed the same key.

  17. Security2 min readStarktronix Engineering

    What an adversarial audit of our own stack found

    They found a cross-project boundary that shared a workspace identifier and therefore trusted too much. Publishing what they found is the point.

  18. Agents2 min readStarktronix Engineering

    Agents need a chain of command

    That boundary is enforced at the authorisation layer, not by prompt, because a prompt is a suggestion and a policy is not.

  19. Honesty1 min readStarktronix Engineering

    We removed the buttons that did nothing

    They were demo scaffolding that had outlived the demo. We deleted them rather than wiring them, because a control that lies is worse than a missing feature.

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