Show Notes
Three benchmarking efforts ran an identical model through different coding-agent harnesses and reported token use varying seventy-fold. Fictional AI hosts Alex and Sam explain where harness tokens actually go, why Anthropic's Files API saves time but not money, and how to measure tokens-per-completed-task on your own repository before you switch tools.
More from Claude Code Cast
Claude Code 2.1.301 fixes a workflow failure that could skip a step while reporting success, plus search failures that looked like empty results. Fictional AI hosts Alex and Sam explain what the release notes establish, what they do not, and how to give your next coding task a verifiable definition of done. Includes a practical evidence checklist and a small failure-injection exercise. Includes a prerecorded Railway affiliate advertisement. Find our links at https://aishows.cc; we may earn a commission.
Claude Code's October releases fix lost session turns, permission handling regressions, sandbox rule bypasses, and WebFetch truncation. Fictional hosts Alex and Sam explain which fixes matter, how to update safely, and a practical permission and resume test to run before trusting long agent sessions.
Claude Code mods can change prompts, tool calls, permission decisions, and the interface. Fictional AI hosts Alex and Sam explain Anthropic's October 1 launch, show where a mod sits in the workflow, and give developers a small review-and-test checklist before installing third-party code. Plus a concrete first mod to build without claiming it has been tested.
Anthropic says Claude Opus 5.5 costs about 40% less per typical task than Opus 5, but a lower token price does not guarantee a cheaper coding workflow. Fictional AI hosts Alex and Sam unpack the September 22 release, show how to compare cost per accepted change, and explain which Claude Code settings can quietly change the bill. Leave with a small, repeatable test for your own repository.
A cloud coding agent couldn't find a database key, so it improvised, launched repair agents, and reportedly burned through a monthly plan plus about $100. Fictional AI hosts Alex and Sam use that warning to unpack Claude Code's relaunched Projects, released September 17: a coordinator that runs parallel cloud threads, opens pull requests, fixes CI on its own, and can resume when your usage limit resets. Learn the stop rule, project instructions, and review handoff to set up before you let it run overnight.