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Agents2026-06-26 · source-backed
A prevalence study of 10,008 public GitHub repos found 10.1% of tracked agent config paths (rules files, agent definitions, CLAUDE.md-style markdown) are SHA-256 exact duplicates across independent repos, with 75.5% of clone pairs near-identical. Agent configurations are propagating as undeclared, unmanaged shared dependencies. The authors propose a deterministic control plane to version and audit them. If you maintain steering files, treat them like dependencies, not loose docs.
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A GitHub repo cataloging Claude Code tips doesn't normally warrant a top story. But shanraisshan/claude-code-best-practice at 53.4K stars isn't a tips list anymore. It's the de facto reference for how an entire generation of developers is learning to work with AI coding agents...
1. Flip your multi-model pipeline to review-then-generate. Instead of using a reasoning model to plan before code generation, let the specialist generate freely and use reasoning tokens for review. Paper shows 90.2% pass@1 vs 87.2% for the planning pattern. Source 2. Audit you...
Issue 6235 on anthropics/claude-code asks Claude Code to read AGENTS.md, the config file that Codex, Amp, Cursor and most other harnesses already load, rather than only CLAUDE.md. It has been open since August 2025. It has accumulated over 5,200 reactions and 300+ comments, ma...
claude-mem hit 80,189 stars at v12.6.4, with 1,840 commits and 109 contributors. It hooks five agent lifecycle events to capture observations, compresses them through Claude's agent SDK into SQLite, and reinjects relevant context on new sessions. No manual tagging. One npx com...
July 22's board is plumbing, not apps: Kastra (199 votes) sells runtime authorization for Claude, Cursor, Codex, and OpenClaw with policy enforcement against prompt injection and unauthorized tool calls, while box (183 votes) sells Ubuntu VMs with SSH for agents at $0.036/hr (...
I've been telling people for months that the agent code I review is *correct and awful*. Correct in the sense that it compiles, passes the tests, does the thing. Awful in the sense that a 400-line function does the work of 80, the same helper exists three times under different...
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