All Articles
Building a 'Think-and-Search' AI Agent — Claude API Extended Thinking × Tool Use Production Guide
A deep dive into combining Claude API Extended Thinking and Tool Use. Covers frequent errors, a complete research agent implementation in Python, plus cost estimation, timeout design, and error recovery for production use.
How Asking Claude 'What Should I Build?' Actually Improved My App Completion Rate
After more than a decade of solo app development, I started using Claude not just for coding help but at the ideation stage — before writing a single line of code. Here's what changed, and the exact prompts I use.
Claude Mythos in Production: A Deployment Playbook From Internals to Operations
Most Claude Mythos coverage stops at conceptual overviews. This playbook covers actual production deployment — System Card highlights that change implementation, gateway architecture, sandboxing, prompt-injection defense, monitoring, and scaling — with patterns from running Mythos-aware services.
Anthropic IPO 2026: A Playbook for Developers and Investors Reading the Same News Differently
Anthropic IPO coverage in 2026 is everywhere, but almost all of it is investor-facing. This playbook integrates the investor lens with the developer lens — what changes for API pricing, roadmap cadence, competitive dynamics, and how to prepare your own project.
Build a Pipeline Where Docs Update Automatically Every Time Your Code Changes
Build a CI/CD pipeline that auto-generates README, CHANGELOG, and API docs whenever code changes. Use Claude Haiku 4.5 for cost-efficient classification and Sonnet 4.6 for quality output — cutting API costs by up to 70% while keeping documentation accurate.
Claude API stop_sequences Not Working — 5 Things to Check Before You Give Up
Diagnose why your Claude API stop_sequences parameter isn't halting generation as expected. Practical breakdown of token boundaries, whitespace mismatches, Tool Use interactions, and streaming pitfalls — with copy-paste code examples.
5 Practical Ways to Work Around Claude Code's Context Window Limit
When Claude Code warns you that the context limit is approaching on large codebases or long sessions, here are five practical approaches — from /clear and /compact to CLAUDE.md and scope splitting.
Claude Code vs OpenCode + Gemma 4 — A Strategic Guide for Cloud and Local AI Coding
OpenCode paired with Google Gemma 4 is being marketed as a 'free Claude Code'. After running Claude Code in production for half a year, here is an honest, four-axis framework for choosing between them — or, more often, combining them.
Claude API on Bun in Production: Migration Decisions and Implementation Patterns That Actually Survive Real Traffic
A practical guide to running Claude API services on Bun in production. Covers migration triggers from Node.js, built-in SQLite/WebSocket usage, streaming optimization, and the pitfalls that only surface after deployment — with working code and measured numbers.
Claude Desktop in 2026 — Projects, MCP, and Extended Thinking in Daily Use
Notes from using Claude Desktop daily as an indie developer — when Projects, MCP, extended thinking, and Computer Use actually pay off, and how the desktop app compares to the web version in 2026.
From Handy Tool to Development Backbone: Five Operational Pillars for Claude Code
Claude Code is not just a coding assistant — it can become the backbone of your entire development process. Here are the five operational pillars that turn it from a helpful sidekick into the engine of your workflow.
Implementing Usage-Based Billing with Claude API + Stripe: A Minimal Setup for Indie Developers
Learn how to measure Claude API token consumption and implement usage-based billing with Stripe Meter Events. A minimal Node.js setup that indie developers can ship in a weekend, with real gotchas from production.