The retrieval layer that helps AI systems navigate, read, and verify information inside even the most complex documents
Agentic Search is a retrieval system that enables AI models to search through and navigate complex documents and data sources more effectively by using a multi-step process to find, inspect, and verify information. The system improves search accuracy significantly, with performance gains up to 3x on financial document questions and 45.6 points on multi-document questions, while also reducing latency by up to 39.6 percent and token consumption by up to one-third. It works with existing search indexes through five tools called search, open, navigate, read, and grep, and is available through Mistral Search Toolkit and built into related platforms. The technology matters because it allows organizations to extract value from their proprietary and sensitive data, including financial filings, legal contracts, and internal records, without moving that data outside their secure boundaries.

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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