AI
Machine learning systems, model releases, and the engineering around them. 3 articles.
OmniWatch: Fusing 48 Open Sources Into One Intelligence Dashboard
A self-hosted OSINT platform that normalises 48 public data sources into a single event schema, with a local LLM correlation layer on top. Here is what it does, what it does not do, and where the design trade-offs sit.
Poco X8 Pro Max: A Serious Edge-AI Host, With One Catch
An 8,500 mAh silicon-carbon battery, 12 GB of LPDDR5X, and a 3 nm chipset make the X8 Pro Max a credible host for quantised local models. Whether you can actually run them depends on software support, not silicon.
AI Weather Models Are Coming for Traditional Forecasting
GraphCast, Pangu-Weather, and FourCastNet showed that learned models can match or beat physics-based forecasts on reanalysis data. ECMWF now runs one of them operationally. The limits matter as much as the results.