Archive
How Save-Game Context Compaction Fixes Spec Drift in Multi-Step Coding Agents (-91.9% Input Tokens)
The Hidden "Schema Tax" of MCP Tools: Dumping 32 Tool Schemas vs. On-Demand Tool Search (-92.7% Input Tokens)
Why Keeping Failed Code Attempts in Chat History Poisons Your Coding Agent: Error-Trace Pruning vs. Accumulated History
Stop Dumping Raw Pytest Logs Into Your Coding Agent: How a Structured JSON Test Filter Cuts Input Tokens by 94.1%
Why Feeding Full Dependency Files to Your Coding Agent Hurts Accuracy: Full Source vs. Tree-sitter Interface Skeletons
Stop Your Coding Agent From Stepping on the Same Rake Twice: Cold-Start Exploration vs. a 5-Item MEMORY.md
How to Benchmark AI Agents Without Eval Cheating or API Key Leaks: Designing a Proxmox & systemd Sandbox
I Benchmarked 41 AI Agent Harness Patterns in Isolated VMs: How to Cut Tokens by 90% Without Losing Accuracy