Keep up with tech in 5 minutes

The difference between the map and the territory is the unknown. When Claude runs into an unknown, it needs to make a decision based on its best guess. The more work that is done, the more unknowns Claude might run into. This post discusses how to use Claude to help discover unknowns. Discovering your unknowns before starting a project is a cheap way to find out what you didn't know before it gets expensive to fix.

ShinyHunters accessed Medtronic's corporate IT systems in April and stole patient data, including names, contact details, dates of birth, Social Security numbers, and health information. Medtronic reports 3,834,294 affected individuals and says it has no evidence that the data was posted online. The company is offering 24 months of credit monitoring, dark web monitoring, and identity theft restoration, and is working with law enforcement and regulators.

t0-alpha is a 102M-parameter, open-weights probabilistic time-series forecaster that patches 32-step windows, uses a causal transformer, and predicts quantiles. It beats every classical baseline and lost to Seasonal Naive on only 1 of 97 task configurations. Strong zero-shot forecasting is here, but production value likely comes from calibrated probabilistic outputs, stricter leakage controls, stronger tuned baselines, and routing/ensembling rather than more transformer tweaks.