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Most threat modeling advice is written for companies with a security team. If you are six engineers shipping a product, that advice reads as a list of reasons not to start. STRIDE per data flow diagram element. Trust boundary enumeration. A DFD maintained as the architecture changes. Attack trees. It is all legitimate, and none of it survives contact with a team where the person who would run it is also on call this week. So teams do the honest thing and skip it, and then the security ques...

A lesson I learned the hard way: When I started working on Oracle HCM conversions, I assumed that loading workers would be one of the simpler parts of the project. Every HR system has employees, so the process seemed straightforward: extract the employee information, transform it into HDL, load it into Oracle, and move on. That assumption changed during an early conversion cycle. I was troubleshooting a worker load that looked correct. The syntax was valid, the person number was present,...

The first SOC 2 audit I sat in on with an engineering team went sideways in about eleven minutes. Not because the pipeline was bad. It was a good pipeline. Trunk-based, tests gated on merge, deploys on green, everything in Terraform. The kind of setup an engineering lead is quietly proud of. The auditor asked one question: "Show me that the code deployed to production on 14 March was reviewed by someone other than the person who wrote it." Long pause. Everyone knew the answer was yes. N...

While developing multi-agent systems and LLM integrations in Rust, I found myself repeatedly confronting two related architectural challenges. The first was an operational divide between two layers of infrastructure: a lightweight model gateway for routing and caching LLM requests, and an agent orchestration runtime responsible for tool execution, planning, and task resolution. Teams often end up deploying two separate systems for these workloads, duplicating provider configurations, authenti...

SchemaCrawler Has Three Programmatic Models - Here Is When to Use Each One Sualeh Fatehi Sualeh Fatehi ...

The problem with enterprise AI mandates isn't that they're wrong — it's that they land on engineering teams as velocity pressure, not transformation blueprints, and the evidence is starting to show. Picture the slide. Somewhere, a Chief AI Officer is presenting to a board of directors. The deck has gradients. There's a roadmap. The words "AI-native" appear four times in as many slides. The projected productivity uplift is ambitious and, critically, uncited. The board nods. Budgets get ap...

When an autonomous coding agent ships a defect, Scrum's accountability model doesn't quietly reassign blame — it silently vaporizes it, and that structural vacuum is more dangerous than the bug itself. Picture the retrospective. A critical regression slipped through the sprint, caught only after it hit staging. Someone asks the question every team dreads: "Who owned this?" The developer points to the agent's pull request. The Product Owner notes the story was AI-generated. The Scrum Master ...

When enterprises whose core business is cement, insurance, or freight hire a consulting firm to "go Agile," they've already handed the wheel to the wrong driver. Picture this: a quarterly steering committee at a mid-size logistics firm somewhere in the industrial Midwest. Twelve people in a conference room, half of them dialing in, one of them opening the meeting with a RAG status slide that is, inexplicably, all green. The vendor — a major consulting house three years into a SAP S/4HANA mi...

Teams keep switching from Scrum to Kanban to Shape Up looking for the methodology that will finally fix them — but the switch itself has become the ritual. Picture a Monday morning standup that has drifted, over 18 months, into a 45-minute status theater. The Scrum board is updated. The sprint velocity is reported. The retrospective three days from now will surface the same three complaints it surfaced last quarter. The Scrum Master types notes nobody reads. And somewhere in the building...

Agile transformations don't die because the methodology is wrong. They die because the org chart was never redrawn. Picture this: a major European bank announces its Agile transformation. It hires a cohort of certified coaches, rebrands its project management office as a "Tribe Hub," and orders enough Post-it notes to wallpaper a football stadium. Eighteen months later, the Scrum ceremonies are running like clockwork — daily standups at 9 a.m. sharp, velocity charts updated every Friday, re...

On September 8, 2026, OpenAI published a paper claiming that an internal, unreleased AI system had made progress on one of the seven Millennium Prize Problems: the Navier–Stokes existence and smoothness problem. The announcement got a lot of attention fast, partly because of the result itself, and partly because of how it was produced — a coordinated swarm of roughly 10,000 AI agents working in parallel. As developers, we've all seen "AI solves impossible problem" headlines before, and most o...

If you keep shared, mutable state in an RxJS BehaviorSubject — a WebSocket connection status, a design-system theme, a cache shared between routed pages — you eventually need to read that state from a React component and re-render when it changes. For years the answer was a hand-rolled useEffect + useState subscription, react-rxjs , or useObservable from some utility library. Since React 18 there's a built-in, purpose-built hook for exactly this: useSyncExternalStore . It's the same...

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(I used both AI and vibecoding tags because the article describes training a logistic regression on LLM output. I thought there was a statistics tag that would have been appropriate but apparently not!) Comments

Out with the Tim, in with the John. Who knows if they'll fold? Comments

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Kepler Computing claims a new approach to chip design—and a proprietary material—can help end the supply bottlenecks that have sent memory prices surging.

Students who use AI to help them study tend to perform worse at school than those who don't, according to data from a global OECD educational report. The situation is more complex than it sounds though, with certain types of AI use giving learners a slight boost, especially among students taught to critically assess how […]

Amazon's Prime Video is launching a new AI-powered feature that lines up an actor's mouth with "human-dubbed" audio. The feature is only available with the English dub of the German series Maxton Hall for now, but Prime Video plans to expand it to "additional titles" in the future. In its announcement, Prime Video says it […]

Nintendo just wrapped part two of its double feature this week. On Tuesday, the company hosted a showcase all about the Legend of Zelda franchise, including footage and a November 5th release date for the Switch 2 Ocarina of Time remake. On Wednesday, the company aired a new Nintendo Direct, which spotlighted Switch 2 games […]

Asus’ Cetra Open wireless earbuds are some of the best that I’ve tested, despite being open-style earbuds. Their drivers sit outside of your ear, which allows outside sounds to mix with audio coming from your console. Some gamers may not want this, but it works well for me as someone who prefers to be aware […]

Getting out of a taxi shouldn't be a shameful experience. Yet I find myself feeling particularly embarrassed while exiting a Tesla Cybercab as it partially blocks a narrow road outside a popular Austin swimming hole. As a cadre of annoyed, sweaty Texan parking spot hunters pile up around it, the gold-painted two-seater just sits there […]

Nintendo just announced a new 2D entry in the Metroid series for the Switch 2, titled Metroid Ravenous. It's launching on January 28th, 2027. The new game looks like an evolution of Metroid Dread. While it's still a 2D game, it features 3D graphics, lots of cinematic action shots, parrying enemies, and Samus rolling around […]

In a "rare, positive update" amid the ongoing component shortage, Framework is lowering its RAM prices for some buyers of the Laptop 13 Pro - at least, for now. After increasing the laptop's memory pricing in July, Framework says it "secured a limited quantity of Micron 32GB and 64GB LPCAMM2 memory modules at lower cost," […]

As it grapples with a bevy of lawsuits, Suno said its new model, Suno v6, is not trained using music it used to train previous versions of the AI model.

If you want to manufacture in space—and bring the products back again—there’s a limited set of options: Wait to go to the International Space Station, or partner with a handful of start-ups launching spacecraft that spend time in orbit before they return to Earth. But the vehicle that goes to space and comes back to […]

Cymphony was valued at more than $100 million in a $25 million Series A co-led by Sequoia and SMBC Fin Atlas Beyond Fund.