Developer
Designing Cloudflare Agents for Disconnects, Durable Work, and Route Failures
Cloudflare Agents SDK v0.12.4 provides distinct reliability layers for interrupted chats, durable work, and transient routing failures.
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Developer
Cloudflare Workers AI or Direct APIs? Designing a Resilient Inference Pipeline
A practical guide to placing Workers AI, direct model APIs, gateways, and provisioned inference within a resilient production pipeline.
Developer
AI-Ready React Apps Need a Failure Pipeline
An AI-ready React app needs a reliable failure pipeline: precise boundaries, useful telemetry, sanitized context, and recovery actions that preserve valid state.
Security
MCP Is the Pipe, Not the Permission Boundary
A secure internal MCP pipeline assumes clients, prompts, and credentials can be compromised—and makes every unauthorized action fail predictably.
Developer
Stop Managing API Keys: Why Small Teams Need Vercel AI Gateway
Most small teams fail at AI infrastructure not because of prompts, but because of operational chaos. Vercel AI Gateway solves the key management and...
Developer
Next.js 16.2: Why Agent-First Debugging Replaces Manual Console Work
Next.js 16.2 shifts debugging to terminal-based, structured diagnostics for AI agents, unifying server and client logs while introducing critical instrumentation changes.
Developer
Beyond Demos: Building Resilient Cloudflare Agents with v0.12.4
Cloudflare Agents SDK v0.12.4 bridges the gap between fragile demos and production-ready AI agents with durable state management and automatic retries.
Automation
Stop Parsing LLM JSON with Regex: Schemas, Validation, and Repair Loops
Stop using regex for LLM outputs. Learn how to build reliable pipelines with schemas, validation, and repair loops.
Developer
Docker Compose in Production: The Small-Team Checklist Before You Need Kubernetes
A practical production checklist for small teams to run Docker Compose reliably without the overhead of Kubernetes.
Developer
Database Backups for Tiny SaaS Apps: Restore Drills, Retention, and Disaster Windows
Vendor uptime isn't data safety. Tiny SaaS founders must prioritize restore drills and the 3-2-1 rule to survive catastrophic data loss.
AI Tools & Reviews
Local AI for Operators: Containing Automation Drift
Small teams fail at AI not from lack of tools, but from automation drift. Here is how to contain risk with local AI and...
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.