Individual skill

execution-hygiene

Runs computations so they finish, reproduce and fit the machine that will re-execute them, detaching long jobs through compute_job instead of blocking or sleeping shells, checkpointing so reruns resume, fixing seeds and capping BLAS and OpenMP threads, streaming large tables with explicit dtypes, writing outputs atomically, logging every command with its exit code and rerunning the final pipeline from scratch under the target limits before finishing. Use for any analysis or pipeline that runs longer than a minute, reads files larger than memory, or will be re-executed on a machine with tighter CPU, memory, wall-clock or network limits than this one; a one-off shell command whose output is read immediately does not need it.

backend/cli/skills/core/execution-hygiene/SKILL.md

Source commit a08e0ad0ad3d6448123039ee4659163eb2e35d99

What was checked

Matches the observed repository HEAD

Yes

Scanner rules are current

Yes

Repository scan complete

No

Skill scan complete

No

Observed behavior

Network or broad shell

Last checked

Nov 2, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

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