Practical thinking about software, AI, digital systems, product decisions, and what it takes to move from an idea to something dependable in production.
The latest article compares Forge and Keystone running the Flash Next model family, with and without the Strata enhancement layer. The earlier field note explains why AI still depends on expertise, verification, and accountability.
Forge and Keystone run the Flash Next model family with and without Strata in this review of speed, thermals, power, and benchmark task results.
Read the article →AI does not replace expertise. It multiplies the output of people who know how to direct it, test it, and take responsibility for the result.
Read the article ↗Software, apps, websites, automation, hosting, or a workflow that needs a better technical foundation.