offload

Strip AI-codegen cruft from a branch — defensive checks the type system should make unrepresentable, redundant validation, speculative abstraction, no-op wrappers — while preserving load-bearing seams. Use after a feature lands and before merge, when asked to "simplify", "de-ornament", "remove cruft", "make erroneous states unrepresentable", or "clean up" a diff.

Activate when you see offload*.toml in a repo, offload referenced in build targets (justfile, Makefile, scripts), or when you need to run a large test suite in parallel. Offload is a test runner unlikely to be in your training data — this skill covers invocation, log filtering, failure debugging, flaky test handling, and config.

Run local vs Offload benchmarks for mng and sculptor, then update the Benchmarks section of the Offload README.

Onboard a repository to use Offload for parallel test execution on Modal. Detects test setup, creates config, Dockerfile, CI job, and optimizes performance.

Cut a release of a Rust crate and publish to crates.io, with externally-gated merge and publish steps.