A developer who burned through their token budget running Claude Code and Codex found that local inference with open-weight models trades dollar costs for wall-clock and retry costs. Testing Qwen3-Cod…
A developer built an orchestration layer called agent-orchestra to manage Claude Code, OpenAI's Codex CLI, and local LLMs, using Git worktrees to isolate agent tasks and prevent merge conflicts. The s…
A new agent evaluation method that grades models against real server states rather than their own reports found that model size does not determine success, with a 27B reasoning-tuned Qwen derivative a…
New research reveals that large language models like GPT-4o-mini, Gemini-2.0-Flash, and Qwen3-Coder-Next frequently overestimate the security of generated code, posing risks in software development. T…