tangle/faster-test-loop
Run the failing test file after each edit. Full suite once before finishing.
Tangle runs your agents in isolated sandboxes and turns every trace into proven improvements.
Coding harnesses, tool-calling agents, long-running workflows: each gets a real computer in a Tangle Sandbox, and every run generates traces.
$ claude running $ codex running $ opencode running $ hermes running $ openclaw running $ nanoclaw running $ kimi running $ pi running Every sandbox run and every routed model call produces a full session trace: each span, tool call, token, and cost.
Analyst agents and RLMs read every trace and cluster the waste and failures that keep coming back.
A pull request on GitHub, an issue in Linear, a sharper skill, a summary in Slack. You approve each change, or it ships on its own.
tangle/faster-test-loop
Run the failing test file after each edit. Full suite once before finishing.
TAN-312
Adopt the failing-test-first loop across all coding agents.
skills/testing.md
New testing skill ships to every sandbox image.
summary
Shipped failing-test-first loop. Held-out evals pass, no completion drop.
Isolated computers for agents: shell, files, browser, any coding harness.
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