Coding Agents
Claude Code on Local LLMs via LiteLLM
Can Claude Code run fully on local models? One engineer proved it with Qwen3, LiteLLM, and llama.cpp — and the implications go far beyond saving $94.
Coding Agents
Coding Agents
Coding Agents: Why Quality Has Hit a Ceiling
Memory condensation and code cleanliness barely affect agent output quality. Here's what two new studies reveal about where coding agent gains actually come from.
Coding Agents
OpenClaw's Real Problem: Agent Reliability
OpenClaw's 603B tokens weren't a pricing failure—they exposed how autonomous agents loop endlessly when they can't trust their own file operations. Here's what broke.
Coding Agents
DeepClaude: How the Two-Stage Pipeline Works
How does DeepClaude's two-stage architecture actually work? Break down the reasoning trace handoff, hidden latency costs, and when to use this hybrid LLM pipeline.
Coding Agents
Why Autonomous Agents Fail in Production
Why do autonomous agents succeed 80% of the time on bounded tasks but fail just as often on open-ended ones? The answer is architecture, not model quality.
Coding Agents
Claude Code Leak: What the Architecture Reveals
Anthropic's Claude Code leak revealed more than system prompts. Its custom React rendering pipeline shows how serious agent infrastructure is actually built.