Kilo targets shadow AI agents with a managed enterprise platform

Kilo has launched KiloClaw for Organizations, a managed version of its OpenClaw platform aimed at enterprises seeking more control over how employees deploy AI agents for tasks such as repository monitoring, email drafting, and calendar management. Co-founded by GitLab co-founder Sid Sijbrandij and Scott Breitenother, Kilo is building open-source coding and AI agent tools and…

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Meta shows structured prompts can make LLMs more reliable for code review

Meta researchers have developed a structured prompting technique that enables LLMs to verify code patches without executing them, achieving up to 93% accuracy in tests. The method, dubbed semi-formal reasoning, could help reduce reliance on the resource-heavy sandbox environments currently required for automated code validation. The development comes as organizations look to deploy agentic AI…

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A GitHub tinkerer teaches Claude to talk less, and that may matter more than it seems

In a quiet corner of GitHub better known for weekend experiments than paradigm shifts, Drona Reddy, a data analyst at Amazon US, has published a single markdown file that promises to cut Claude’s output token usage by more than half, not by changing code, but by reshaping the model’s behavior. The file, called Claude.md and…

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Leak reveals Anthropic’s ‘Mythos,’ a powerful AI model aimed at cybersecurity use cases

Anthropic didn’t intend to introduce Mythos this way. Details of what it calls its most capable AI model yet surfaced through a data leak in its content management system (CMS), revealing a LLM with sharply improved reasoning and coding skills. The data leak, which was the result of the company’s staffers inadvertently exposing material about…

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How to build an enterprise-grade MCP registry

Just as integration catalogs were must-haves at the peak of SaaS, Model Context Protocol (MCP) servers are now becoming all the rage for connecting AI agents and enterprise systems.  In this paradigm, developers aren’t hand-coding API calls to external systems, nor are users clicking “click to integrate” and entering credentials into GUIs. Instead, agentic systems are…

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