Developer
FastAPI vs Next.js Server Actions: Picking the Right Backend for AI Tools
Align your AI backend with workload constraints to avoid timeouts, runaway costs, and technical debt.
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Developer
Why Edge Runtimes Break AI Streaming: A Founder’s Guide to Resilience
Edge runtimes break AI apps through hard limits and silent hangs. We learned the hard way how to design resilient workflows that respect infrastructure...
Developer
Stop Treating Cron Jobs Like Disposable Scripts
Cron delivery is best-effort. If you don't design for duplicates and partial failures, you're gambling with data integrity. Here is the practical
Developer
Stop the Post-Mortem Theater: A Small Team’s Guide to Incident Reviews That Actually Work
Most post-incident reviews fail because they are treated as administrative theater. For small teams, the cost of ambiguity is too high. Here is how
Developer
Stop Paying for Silence: The Real Cost of Provisioned AI Infrastructure
Provisioning dedicated GPU clusters is a trap for bursty AI agents. I stopped provisioning dedicated clusters and switched to serverless inference. Here is the...
Developer
Building AI-Ready React Apps: Resilience Through Error Boundaries and Logging
Build resilient React apps for the AI era with error boundaries, logging, and recoverable UI state strategies.
AI Tools & Reviews
Agent Memory Systems: What to Store, Summarize, and Forget
Effective agent memory requires hard engineering choices about what to keep, how to compress it, and what to throw away.
Security
Why MCP Isn’t a Security Boundary: A Builder’s Guide to Scoping
MCP is a communication pipe, not a security boundary. Secure internal tools with scopes, least privilege, and boring success criteria.
AI Tools & Reviews
Sub-300ms or Bust: The Architecture of Reliable Voice AI Agents
Building production-ready voice AI requires strict latency budgets, intelligent interruption handling, and robust fallback paths.
Automation
Stop Building Linear Pipelines: Why WordPress Automation Fails on Duplicate Drafts
Automation doesn't fail because of human friction; it fails because of bad state management. Here is how to stop duplicate drafts and build workflows
Security
Why SMBs Should Ditch Framework Theater for Boring Security
Complex frameworks fail small businesses. Here is the practical, operator-focused approach to security that actually keeps the lights on: MFA, verified backups, and patching.
AI Tools & Reviews
Stop Trusting Your RAG Prototype: A Founder’s Guide to Pre-Launch Evaluation
Your RAG prototype is lying to you. Here is how to stress-test retrieval and generation with concrete metrics and CI/CD integration to prevent