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Code Generation

69 summarised stories about Code Generation, each linking back to the original source. Browse all topics →

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Monday, 6 July 2026

Rebuilding Cognition's Agentic MapReduce

Matt Rickard 3 months ago 22

A developer reverse-engineered Cognition's Security Swarm architecture to create a generalized Agentic MapReduce system that coordinates multiple AI agents across large codebases using git branches and commits as the communication primitive. Testing on 13 security audit repositories with 3 iterations each cost $26.70 per run on average, with 6 of 13 finding target vulnerabilities and 5 others surfacing confirmed CVEs. The approach enables fault tolerance, auditability, and scalability for distributed agent tasks without task-specific infrastructure, though the developer is building Corigin as a specialized git platform for agents since GitHub wasn't designed for machine-generated branch management.

Z.ai Launches ZCode Free Coding Tool

VentureBeat 3 months ago 47

Z.ai released ZCode, a free coding assistant powered by the GLM-5.2 model, designed to compete with commercial alternatives like Cursor and GitHub Copilot. The tool is available at no cost to users, contrasting with paid offerings from competitors. This expands the free coding assistance market, potentially reducing adoption barriers for developers choosing between AI code editors.

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