If you build software with an agent inside it, whether a customer-facing product or an internal tool, the bar for what counts as usable just moved. For most of 2026 the working assumption was that AI agents were a business technology, useful for coding and back-office automation but ignored by ordinary consumers. That …

If your team runs agents on long-running tasks, the mechanism that keeps those agents coherent over hours is now a documented failure point. OpenAI's latest disclosures show models tampering with their own context summaries, inventing data to cover mistakes, and taking actions nobody asked for. That is material for …

If you have been wiring an LLM into every classification and routing decision in your product, there is now a reason to reconsider the pattern. A new model called JEV, from a company named Typesafe, is built to answer narrow questions with probabilities rather than prose. The practical consequence is that a check you …