Building a Scalable Real-Time AI Chat Server with Claude API × WebSocket × Redis Pub/Sub — Node.js Production Architecture, Multi-User Management, and Cost Control
Running a real-time AI chat server on Claude API, WebSocket, and Redis Pub/Sub in production. SSE trade-offs, multi-instance routing, and how stop latency quietly corrupts per-user budgets — with the instrumentation code to measure it.
Claude API Streaming Stops Mid-Response: Diagnosing and Fixing the 5 Root Causes
When Claude API streaming stops unexpectedly, there are exactly 5 root causes. Learn to diagnose which one you're hitting and apply the right fix — from timeout tuning to stop_reason logging.
Reading Claude API stop_reason Correctly — A Production Guide to end_turn, max_tokens, pause_turn, and refusal
Branching on Claude API's stop_reason properly eliminates a surprising number of production incidents — truncated outputs, missed tool continuations, wasted retries. Here is how to tell end_turn, max_tokens, pause_turn, and refusal apart.
Claude Code Environment Variables — The Complete Practical Reference
A practitioner-focused reference for every Claude Code environment variable that actually matters. Covers API connectivity, model selection, PowerShell tool quirks, logging, timeouts, security flags, and real-world templates for solo, team, and CI/CD setups.
Using tool_choice to Cut Wasted Inference: Four Modes and Cost Patterns for Production
tool_choice is one of the most underused parameters in the Claude API. The four modes — auto, any, tool, and none — each change both behavior and token cost. Here are the patterns I reach for in production, with runnable code.
Production Prompt-Injection Defense for the Claude API — Detection, Sanitization, and Layered Guardrails
A practical, code-first design guide for defending Claude API applications against prompt injection — covering input sanitization, channel separation, output validation, and red-teaming for long-term safety.
Handling Frequent 529 Overloaded Errors from the Claude API — A Practical Playbook
A 529 Overloaded response from the Claude API is a very different animal from a 429 rate limit. Here is the retry, fallback, and circuit breaker playbook I actually use in production to keep services responsive when Anthropic's platform is temporarily saturated.
Resolving tRPC Type Errors in 15 Minutes with Claude Code — A Practical Workflow
When tRPC type errors cascade across files, how can Claude Code help you fix them fast? Router design, client integration, and the pitfalls I hit in real projects — distilled into a practical workflow.
Claude API JSON Output Fails: 5 Root Causes and Fixes
Fix Claude API JSON parsing errors with these 5 common root causes: markdown code block wrapping, truncated output, injected commentary, Unicode escaping, and streaming parse failures. Includes copy-paste ready Python utility code.
Claude Managed Agents Sandbox Design: Running Autonomous Agents Safely in Production
A deep dive into the sandbox architecture of Claude Managed Agents, with production-ready security patterns and implementation code for running autonomous agents safely.
Four Places My MCP Agent Broke — Measuring Aggregation Tools, Fake Parallelism, and Input Validation
The implementation holes I hit while running MCP servers and agent workflows as a solo developer, with numbers measured on my own machine: boundary values in aggregation tools, parallelism that quietly runs serially, brittle JSON parsing, and the limits of blocklist-style input validation.
The Boundaries That Trip You Up Moving Claude Managed Agents to Production — Agent / Environment / Session, and Keeping Keys Out of the Sandbox
A production design walkthrough for Claude Managed Agents, checked against the SDK's actual type definitions. Covers which object owns sandbox control, persistent memory, credentials, delegation, and cost measurement.