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The cutover is finished when you can rebuild the host from an empty image in one command, not when your code points at a new endpoint. Most migration plans enum…
Fixtures Rot: Put a Staleness Gate in Front of Your Model-Backed CI A recorded model response is a cache entry with no expiry date. That is the entire bug. You …
A retry loop around a model call turned one patch into three commits. The gate reported success each time. The duplicate reached main because retries were keyed…
A field note about the day my own firewall rule locked me out of WHM — a rule that was correct, on a hostname that was orange — and the read-only checks I now r…
From DevOps to AI Platform Engineering — Part 2 In part 1 I built OzAI , a self-hosted ChatGPT-style platform on a MacBook Pro M1 Pro with 16 GB of RAM: Ollama …
Most free-tier AI work fails at handoff, not at the model. A shift ends, the context leaves with one person, and the next driver restarts from zero. Three named…
Free model access is cheapest at the front of a pipeline and most expensive at the end. That asymmetry is the whole story. The cutoff where a free tier stops pa…
Most "down" alerts on a free-tier deployment are not bugs. They are a sleeping process, and a single probe cannot tell the difference. One request to a cold ins…
Most free-tier spikes fail on drift, not on model quality. The agent wrote a correct patch. The host could not run it. That is an environment bug. You can find …
When an agent workflow runs up an unsustainable token bill, developers usually pull two levers. The first lever is swapping the model. You take tasks running on…
Why this matters: Data stacks often fail not because of the processing logic, but because containers cannot resolve one another or bind to the correct host inte…
Qianer Liu / The Information : Sources: TSMC is considering expanding into manufacturing 3D DRAM at the request of Nvidia, its biggest customer, amid memory chi…
Todd Spangler / Variety : Fox closes its $22B Roku acquisition well ahead of the expected 2027 date; Anthony Wood joins Fox's board and will co-chair a new Tubi…
Maggie Eastland / Bloomberg : Democrats, with Elizabeth Warren a top contender to chair Senate Banking, are poised to step up oversight of Nvidia over chip expo…
Lawrence Abrams / BleepingComputer : Researcher: *sshole, a decade-old OpenSSH flaw, lets attackers use a password of 256+ characters to log into passwordless a…
An anonymous reader quotes a report from Ars Technica: Sony has brought back the MDR-3-series headphones that debuted in 1979 alongside the Walkman TPS-L2 casse…
Britain plans to require employers to disclose salaries in job advertisements. "Whether you're a young person starting out or a parent trying to support your fa…
A year ago, NVIDIA open sourced its Aerial wireless software , joining Sionna and a broader suite of open source tools for accelerating next-generation 6G netwo…
Apple's massive wave of product launches will finally end next week, with its all-new HomeView smart home hub and the fourth-generation Apple TV 4K set to be re…
Early Black Friday sales are kicking off this week, with Best Buy joining in with deals that will last the next few weeks. Similar to other retailers, Best Buy'…