All Articles
Inserting Approval Gates Into Your Agents — A Production Design for Human-in-the-Loop With the Claude API
Once you put an agent in production, the requirement 'please get a human to approve just this specific decision' appears within days. This guide walks through the design patterns for retrofitting approval gates and handling suspend/resume correctly, with working code.
A Solo Developer's Guide to the Claude Partner Network — Certifications, Learning Paths, and What Actually Pays Off
The Claude Partner Network looks like it's aimed at enterprise firms, but the underlying learning paths and certification tracks are worth a closer look even for solo developers. Here's a practical map of how to use it without wasting effort.
Building an AI Persona with Claude API — Keeping Character Consistent Across Long Conversations
A practical guide to building AI personas with Claude API. Learn system prompt design patterns that prevent character drift, protect against prompt injection, and manage context effectively in long conversations.
Integrating Claude API into a Wallpaper App — A Full Implementation Record
From someone who's been building wallpaper and healing apps since 2014, here's a complete record of how I integrated Claude API for content curation, multilingual App Store copy generation, and auto-tagging — with full working code.
Building a Business Intelligence Automation System with Claude Agent SDK — From Data Collection to Slack Delivery, Fully Automated
Learn how to build a production-grade BI automation system using Claude Agent SDK that collects data from GA4, GSC, and Stripe, analyzes it with Claude Opus 4.6 Extended Thinking, and delivers weekly reports to Slack automatically.
Three Hidden Pitfalls When Implementing Claude API Streaming
Real-world lessons from building with Claude API streaming: runtime environment mismatches, error handling gaps, and silent token cost overruns — with working TypeScript examples.
Multi-Agent Design with Claude Code: Phase Splitting and Context Engineering in Practice
A practical guide to designing multi-agent systems with the Claude Agent SDK. Learn phase-splitting for context optimization, session memory externalization, and automated feedback learning — with complete, production-ready code examples.
Claude API Multi-Agent Design Patterns: Implementation and Operations for Production Systems
A deep-dive into production-grade multi-agent design patterns using the Claude API. Covers orchestrator/subagent architecture, parallel execution, circuit breakers, context compression, and token budget management — with working code.
Building a Production Customer Support AI Agent with Claude API: Hallucination Prevention, Multilingual Support, and Escalation Design
A complete guide to designing and implementing a production-grade customer support AI agent using Claude API. Covers grounding to prevent hallucinations, automatic multilingual responses, human escalation with context handover, and cost optimization — with working code throughout.
RAG vs Full Context Window: Choosing the Right Architecture for Claude's 200K Era
Torn between RAG and Claude's massive context window? This guide covers real token cost calculations, latency benchmarks, accuracy trade-offs, a 5-question decision framework, and three production-ready Python code examples.
Building a Real-Time AI Processing Pipeline with Claude API and Apache Kafka
Learn how to integrate Claude API into Apache Kafka event streams with production-grade patterns. Implement smart buffering, model routing, and Dead Letter Queues to run large-scale real-time AI analysis at low cost.
Building a GitHub PR Review Bot with Claude API — Complete Implementation from Webhooks to Security Scanning
Build a production-grade PR review bot using Claude API and GitHub Webhooks. Implement structured quality scoring, security scanning, and improvement suggestions using Tool Use. Covers rate limiting, cost management, and deployment.