Hi, I'm @ryancswallace.

How benchmatrix turns pytest-benchmark timings into paired, matrix-aware, statistically explicit, and auditable performance regression decisions.

Python Project Foundry generates production-ready Python repositories with testing, documentation, security, CI, containers, and releases built in.

A practical guide to running reliable research pipelines with Jobman using dependencies, retries, timeouts, concurrency limits, durable logs, and notifications.

How Jobman controls process trees across platforms, enforces cancellation and timeouts, and records output without confusing log integrity with process outcome.

How independent Jobman supervisors coordinate dependencies, waits, retries, and fair concurrency admission through durable local state.

How Jobman durably transfers a submitted job to a detached supervisor and resolves failures during the handoff.

A technical introduction to Jobman's architecture through a real workflow with dependencies, retries, durable state, and logs.