Developer
Edge runtimes break AI apps through hard limits and silent hangs. We learned the hard way how to design resilient workflows that respect infrastructure boundaries.
Developer
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
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
Provisioning dedicated GPU clusters is a trap for bursty AI agents. I stopped provisioning dedicated clusters and switched to serverless inference. Here is the concrete
Developer
Build resilient React apps for the AI era with error boundaries, logging, and recoverable UI state strategies.
AI Tools & Reviews
Effective agent memory requires hard engineering choices about what to keep, how to compress it, and what to throw away.
Security
MCP is a communication pipe, not a security boundary. Secure internal tools with scopes, least privilege, and boring success criteria.
AI Tools & Reviews
Building production-ready voice AI requires strict latency budgets, intelligent interruption handling, and robust fallback paths.
Automation
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
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.