Automation
The HITL Paradox: Why Approval Gates Accelerate AI Automation
Approval gates aren't a tax on automation; they are the mechanism that makes AI autonomy repeatable, defensible, and safe.
Articles by Rody
Automation
Developer
Docker Compose in Production: The Small-Team Checklist Before You Need Kubernetes
Small teams save hours weekly by sticking to Docker Compose. Here is the checklist to close operational gaps before you need Kubernetes.
Developer
The Tiny SaaS Backup Plan: Why Restore Drills Matter More Than Retention
Managed providers guarantee uptime, not data recovery. I stopped trusting vendor trash bins after realizing their retention limits are a trap. Here is the operational
AI Tools & Reviews
Local AI for SMBs: Privacy, Queueing, and Escalation Protocols
Small teams fail without operational discipline. Learn how local AI ensures privacy, manages queueing, and defines escalation triggers for safe workflows.
AI Tools & Reviews
AI Content Pipelines with Quality Gates: Blocking Bland Drafts and Duplicate Topics
Build AI content pipelines with quality gates to block bland drafts, prevent duplication, and scale useful content without losing brand credibility.
Developer
Turning Cron Jobs into Reliable Products: Idempotency, Locks, and Truthful Status
Transform fragile cron scripts into reliable products using idempotency, distributed locks, and truthful heartbeat monitoring.
Developer
Practical Incident Reviews for Small Teams: Timelines, Logs, and Fixes That Stick
Small teams need fast, factual incident reviews. Stop writing lengthy post-mortems and start building resilient systems with practical timelines and fixes.
Developer
Stop Treating Edge AI as a Magic Bullet: The Real Tradeoffs of Cloudflare Workers AI
Edge inference sounds like the holy grail for latency, but it’s a trap for complex reasoning. Here’s the operational reality of choosing Cloudflare
Developer
The White Screen of Death: Why AI React Code Breaks in Production
Compilation is the floor, not the ceiling. Bridge the gap between AI prototypes and production-ready React apps.
AI Tools & Reviews
Agent Memory Systems: What to Store, What to Summarize, and What to Forget
Production agents fail on memory, not models. Learn what to store, summarize, and forget to build resilient AI agents.