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Latest Microsoft Open-Sources Agensh: A Multi-Agent Harness for 1,024 Agents — MarkTechPost Cognition Open-Sources an Agent Plugin that Helps Secure Systems again... — MarkTechPost How to Run Underdog Saluki 27B: 2-Bit Qwen3.8-27B Tool-Calling Guide — MarkTechPost Every child will get AI. Not every child will get a teacher — Fortune Here's the 'core economic flaw' in the AI bull case as stock and bond... — Fortune The AI graveyard: a running list of projects and startups that didn’t... — TechCrunch Block’s new voice model sounds eerily human — TechCrunch Forced to pick, Grok’s AI model chooses Republicans. OpenAI’s picks De... — TechCrunch

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Sunday, 25 October 2026

Microsoft Open-Sources Agensh: A Multi-Agent Harness for 1,024 Agents

MarkTechPost 4 hours ago 37

Microsoft Research open-sourced Agensh, a decentralized multi-agent harness for coding teams that removes a central orchestrator and lets workers self-claim sub-tasks while sharing progress in a common Git repo. On ProgramBench, it scaled from 1 to 1,024 agents with a 30-minute pandoc milestone of 30% passing at 128 agents. With more agents, scores rose and the 5-task mean final test-pass rate increased from 19.31% (1 agent) to 28.78% (128 agents), while pandoc reached 79.59% using GPT-6.1-sol with 32 agents.

Cognition Open-Sources an Agent Plugin that Helps Secure Systems against Recent Cybersecurity Threats

MarkTechPost 5 hours ago 50

Cognition released the Devin Vulnerability Fixes plugin, a free open-source set of agent skills to remediate three remote code execution advisories in PHP, Node.js, and self-managed GitLab. The GitLab component targets CVE-2026-110264 and is rated CVSS 10.0. It lets agents run a read-only inventory with approval, then apply version-validated fixes with before/after tests and deliver 1 pull request per repository rather than requiring manual patch workflows.

How to Run Underdog Saluki 27B: 2-Bit Qwen3.8-27B Tool-Calling Guide

MarkTechPost 5 hours ago 18

Underdog Saluki 27B was tested against the underlying Qwen3.8-27B GSQ-RCO 2-bit files by diffing their GGUF headers and then serving both on one GPU to measure tool-calling performance with the same BFCL checker. The evaluation ran on 120 seeded tasks from the Berkeley Function Calling Leaderboard. The result is that Saluki keeps tool calling at about 2 bits per weight and reports a higher score than the full 54 GB model in the notebook’s benchmark setup.

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