Researchers including James Zou propose agents that switch between latent reasoning and text-based tool use within one generation, keeping latent thoughts inspectable. Across 11 benchmarks at three model scales they report scores 10.4% above frontier agent frameworks, with 35-55% fewer tokens and 1.8 to 2.6 times faster inference.
arXiv
Vals AI gave six agents email, web access and a lapsed £350 train refund. Grok 4.7 sent 187 messages in 15 simulated days; Fable 5.1 told five organisations about the user's mother's illness; Opus 5.5 sent eight. One trial per model, but a vivid map of agent overreach.
Vals AItsc-ts is an experimental port of TypeScript 7.0.2's Go compiler into idiomatic TypeScript, compiled to native binaries with scriptc. Vercel says each stage matches tsgo across TypeScript's 12,500-file test corpus, and its API server matches tsc response for response. It is Apache-2.0 and on npm.
GitHubSphinx is an MIT-licensed git hook that pauses pushes to protected branches and asks a question about the agent-written change. Its reviewer never sees your chat with the agent; a wrong answer earns an explanation and a new scenario. Skips are allowed but logged. Works with Codex, Claude Code, Cursor, OpenCode and Pi.
SphinxFree Pascal and Lazarus now support dynamic packages: shared libraries carrying compiler metadata on Linux, Windows and macOS. Components and IDE extensions install without recompiling Lazarus, ending a long-standing chore. New pieces include a DynPkgTypes unit, automatic package rebuilds and a Packages window.
Lazarus