When Claude API Streaming Stops Without an Error: Detecting Silent Stalls and Resuming Mid-Stream
How to catch the 'silent stall' where Claude API streaming stops with no exception at all, using a content-level watchdog that times the gap between tokens, plus a resume path that carries received text forward as an assistant prefill, and a four-layer timeout budget for long-running automation.
Reach a Remote MCP Server in a Single API Request: Implementing the Messages API MCP Connector
How to call a remote MCP server's tools using only the Messages API's mcp_servers and mcp_toolset—no local MCP client. Covers allowlist/denylist design, response handling, and the pitfalls to avoid before unattended production use.
Stopping an Unattended Writer From Publishing the Same Article Twice
When a Cowork scheduled task generates articles every day, the real danger isn't a crash — it's quietly publishing a piece that overlaps with one from a few days ago. Here is a gate that compares slug similarity and the day's log before publishing, built from a near-miss I caught this morning.
Claude API Python Advanced Cookbook: 20 Production Patterns You'll Actually Use
20 battle-tested Python patterns for the Claude API—retry logic, parallel processing, cost optimization, testing, and monitoring. Copy-paste ready code recipes.
Handing Monthly Revenue CSVs to the Claude API Code Execution Tool — Files API Wiring, Container Reuse, and Billing Traps
How I moved monthly revenue-CSV reconciliation for four apps into the Claude API Code Execution tool — Files API integration, container reuse, the 5-minute billing minimum, and the file-preload charge that surprises almost everyone.
Grouping Crashes by Root Cause: A Triage Design Built on the Claude API
Crashlytics 'Issues' often scatter the same root cause across separate entries. After years of running apps with 50M+ cumulative downloads, here is how I use the Claude API to regroup crashes by actual root cause and rank them, with working code and real numbers.
When pip install Stops with externally-managed-environment in Cowork's Bash Sandbox — Three Patterns for PEP 668
Why pip install fails with externally-managed-environment in Cowork's Bash sandbox, and three practical fixes — --break-system-packages, venv, and pipx — written from real scheduled-task experience.
Debugging Claude API Tool Use Schema Errors: 3 Patterns I've Hit and How to Fix Them
A practical guide to diagnosing Claude API Tool Use errors—from schema definition mistakes to invalid_tool_use blocks and Claude ignoring your tools entirely. Based on real implementation experience.
Automating Multilingual App Review Replies with Claude API — Real Lessons from 50M Downloads
An indie developer behind 50M+ download apps shares the full implementation of Claude API-powered multilingual review reply automation — including App Store's undocumented 8-second rule, session limits, and the three traps that can get you banned.
Cutting Claude API Costs in Half with Messages Batches API — Design Patterns from an Indie Developer
How to reduce Claude API costs by up to 50% using the Messages Batches API. Includes async design patterns, real cost calculations, and production-ready error handling from an indie developer who runs four AI blogs on autopilot.
I Ran 1,000 App Store Reviews Through Claude API — Here's What My Data Was Hiding
Lessons from 10+ years of indie app development and 50M+ downloads: how to use Claude API to batch-analyze App Store reviews, auto-generate improvement priorities, and fix the blind spots human reading creates.
The AI Sales Automation Your Team Actually Wants — Building a Multi-Agent Sales System with Claude Agent SDK
A complete guide to building a production-grade multi-agent sales automation system using Claude Agent SDK — covering lead scoring, proposal drafting, human review gates, CRM integration, and cost optimization with real code examples.