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View all →A Simple Error Taxonomy for AI Content: Catch Issues Before Publishing
Use a small, consistent error taxonomy to review AI-assisted content quickly and reliably, without turning editing into a subjective debate. This post gives categories, examples, and a lightweight workflow your team can adopt in an afternoon.
The File-Based Job Queue: Reliable API Automations Without Extra Infrastructure
Learn a simple file-based job queue pattern for small teams to run API automations reliably, with retries, auditing, and safe re-runs without adding new infrastructure.
Strangler Fig Modernization: Incrementally Replace a Legacy App Without a Big Bang
A practical guide to modernizing legacy software using the Strangler Fig pattern: replace high-risk parts gradually with clear boundaries, safe routing, and measurable progress.
Golden Set Evaluations for AI Writing: A Practical Routine for Small Teams
Learn how to create a small “golden set” of representative prompts and expected outcomes to regularly evaluate AI-written text for quality, safety, and consistency without heavy tooling.
Environment Gates for GitHub Actions: A Safer Deployment Pattern
Learn a simple, repeatable way to make GitHub Actions deployments safer using environment gates, approvals, and small release steps that reduce accidental production changes.
Build an Operational Baseline for Legacy Apps Before You Modernize
Before you refactor or rewrite, establish an operational baseline: observability, backups, and runbooks that make changes safe. This guide shows a small-team approach with checklists and common pitfalls.
Designing Manual Overrides for Automated Workflows (Without Breaking Trust)
Learn how to add manual override controls to automated workflows so operators can pause, fix, and resume safely with clear audit trails and minimal surprise behavior.
The Quarterly Dependency Upgrade Routine: Keep Small Apps Secure Without Constant Fire Drills
A practical routine for upgrading dependencies on a predictable quarterly cadence, with scope control, lightweight testing gates, and clear rollback paths for small teams.
A Lightweight Quality Gate for AI-Generated Website Copy
A practical, small-team process for checking AI-generated website copy for accuracy, brand voice, and policy fit before it ships, using a simple checklist and clear escalation rules.
CMS Revision Strategy: Drafts, Revisions, and Rollbacks for Small Teams
A practical approach to managing drafts, revisions, and rollbacks in a CMS using a small set of fields, clear rules, and lightweight automation. Learn a simple model that prevents accidental overwrites and makes publishing predictable.