
With Codex, GPT-Live-1, and GPT-6 Astra, Proaction builds, operates, and sells modern fleet management faster.
A startup that builds fleet management software used Codex, an AI tool, to automate the creation of customized product demonstrations for potential customers. The co-founder, who is not a technical engineer, can now build four to six interactive demos per month in 30 to 45 minutes each, saving the engineering team 40 to 60 hours monthly and avoiding the need to involve engineers in demo creation. This approach increased the percentage of deals moving into solution development by 50 to 60 percent, contributing to a 60 percent overall increase in sales. The company also integrated Codex across its workflow through plugins for various tools, which saves the co-founder an additional 25 to 33 hours monthly by consolidating work that previously required switching between multiple applications.

DeepSeek has released an official desktop app for DeepSeek Harness (dsh), its open-source agent harness. The app ships with the v0.2 preview. Installers cover macOS (Apple silicon) and Windows (64-bit). Is it deployable? Yes, today, as a preview. Download it from deepseek.com/harness or run npx @deepseek-ai/dsh web. DeepSeek warns that compatibility-breaking changes will follow. What Shipped in v0.2 A harness is the runtime that turns a model into an agent. It reads files, runs command

When AI systems claim task completion without verification, downstream errors can cascade through dependent processes, exposing gaps in reliability for critical workflows.

Capcom's Pragmata might be all about the horrors of AI, but in practice the studio doesn't seem so down on the tech. During the Capcom Open Conference RE: 2026 programmer Satoshi Ishida gave a presentation with the mouthful of a title: "The Outlook and Future of the REX Project, Further Evolving the RE Engine for the Next Generation." During the talk he laid out the challenges facing studios producing games at the scale of Resident Evil, which can make even simple tasks extreme
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