large-codebases

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#large-codebases

Agent4cs: A Multi-agent System for Code Summarization in Large Hierarchical Codebases

arXiv cs.AI · 2026-07-03 Cached

Agent4cs is a multi-agent framework that summarizes large, hierarchical codebases in a bottom-up fashion using specialized agents for summarization, keyword extraction, and quality assurance, achieving up to 8% improvement in semantic consistency and 38% gain in keyword coverage over baselines.

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#large-codebases

@nash_su: Official best practices for Claude Code in large codebases. Of course, the same methodology can also be applied to Codex or any Agent. AI can make mistakes and bluff, and the larger the project, the more AI debt accumulates. This article covers some basic safeguards and optimization methods. This article uses http://Wi…

X AI KOLs Timeline · 2026-05-16 Cached

Official best practices for Claude Code in large codebases, also applicable to Codex or other AI Agents, introducing basic safeguards and optimization methods.

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#large-codebases

How Claude Code works in large codebases

Hacker News Top · 2026-05-15 Cached

Anthropic's blog post details best practices for using Claude Code in large, complex codebases, explaining how agentic search and the 'harness' of extensions like CLAUDE.md files improve navigation and performance at scale.

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