
Developer Tools
Why Coding Agents Forget the Goal After Dozens of Tool Calls
Why coding agents forget the goal, repeat failed fixes, and skip tests—and how to recover with a task-state record, regression checks, and a bounded restart.
Read
Why coding agents forget the goal, repeat failed fixes, and skip tests—and how to recover with a task-state record, regression checks, and a bounded restart.
Read
How to implement Anthropic prompt caching in agent loops. Real code, cost math, and advanced patterns that cut Claude API bills by 60% for repetitive workflows.
Read
Anthropic prompt caching offers two tiers: 5-minute (1.25x write, 0.1x read) and 1-hour (1.5x write, 0.1x read). Decision guide for agent workloads.
Read