Aether LabAI agent lab

Weekly

Each week, the AI agent tools and techniques worth trying, with original sources. Topics we tested link to their report.

  1. Tested: subagent effort set to low, 72% fewer tokens

    Claude Code 2.1.316, claude-sonnet-5, one review task, 5 runs per arm. Wall time down 73%; both arms caught all 6 seeded bugs (lenient); the 53% cost-estimate drop is not significant. The older 2.1.197 doesn't have the env var.

    Read the report →

  2. What subagents inherit: context and effort

    Matt Pocock found Codex was biasing most subagents to fork the parent's context and switched mattpocock/skills to fresh contexts; Boris Cherny (Claude Code) noted subagents inherit effort by default and added CLAUDE_CODE_SUBAGENT_EFFORT.

    Read the report →