The GLM-5.3 cross-request KV cache bug on Workers AI is the risk nobody prices in. On shared inference, your prompt sits in memory next to a stranger's. Selling AI to a law firm? Know where the model runs and who shares it before you brag about how smart it is.

A tech at a manufacturer got no beep across a jumper on a panel I built. Then every check on that rail read open, even one through only a roller switch. The one thing every test shared was the probes. When everything reads bad, test the tester first.

Someone got SIMD computer vision running on a $2 microcontroller. For a plant floor, that changes the math. A camera that checks one thing, label on or cap seated, no longer needs a PC and a network drop beside the line. Cheap enough to put one at every station.

Toyota plans 400K factory robots on $6.4B a year. Small manufacturers will read that and go price a robot arm. The arm is the cheap part. Tying it into the PLC and the safety circuit, and training the one tech who keeps it running, is where the real job is.

Block says Dessa, its speech-to-speech model, runs on a MacBook Pro. For voice products that matters more than quality scores. Local means no per-minute bill, and the caller's audio never leaves the machine. For a law firm, that second part is often the whole objection.

CapitalOS raised $21.9M to help industry software add cards and bill pay for its small business customers. Smart bet. In 16 years running a business, the software I cared about most wasn't scheduling. It was whatever got invoices paid. Build where the money moves.

Andy Jassy says AWS capacity for 2027 is largely sold out. For a small business app, that won't show up as an outage. It shows up as price. Know what your AI features cost per customer per month now, and which ones could run on a box you own.

A hacker found the AI in a Samsung TV was tied to an OpenAI account that got suspended. Hardware lives ten years. API accounts don't. If a device you ship needs a cloud key to work, plan for the day that key dies: a fallback, an update path, or both.

Spotify's new family plan check makes members scan a QR code on the plan manager's phone within seven days. Every verification step you add lands on your paying customer, not the cheater. Build the check so honest users clear it alone.

A manufacturer is swapping the clutch-brake supply on one roller. Old drawings put clutch on terminal 8, brake on 3. The new unit is the reverse. Copy the old sheet and clutch and brake commands swap. Wire from the new unit's datasheet, never the old drawing.