process automation

An opinionated, Bash-first playbook for turning fragile notebooks into reliable, auditable, cost-aware AI services using the Linux tools you already know. It shows how to standardize Python envs, containerize (rootless Podman), govern models with Git LFS + checksums, automate with Make + systemd timers, and instrument with Prometheus/JSON logs—cutting 'works on my machine' failures and GPU waste.

A practical guide to bolt AI onto your existing ERP with Linux tools: extract invoices (or tickets/orders) via API, classify or forecast with a hosted or on‑prem model, write results back, and schedule with systemd. Includes runnable Bash + curl/jq, secrets and retries, logging, and safety tips, plus high‑ROI patterns (invoice categorization, ticket triage, anomaly flags) and steps to expand confidently.