All Articles
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.
How Deep Should Nested Subagents Go? Rethinking My Delegation Tree After Claude Code's 5-Level Limit
Claude Code subagents can now spawn their own subagents, up to five levels deep. I rebuilt my automation around nesting and settled on three levels — here is why.
When Your Edited SKILL.md Doesn't Take Effect — Hot-Swapping Claude Code Skills with /reload-skills and Auto-Loaded .claude/skills
A practical routine for hot-swapping Claude Code skills without restarts: /reload-skills, SessionStart hooks, and version stamps that show which SKILL.md is live.
Managed Agents Adds Scheduled Deploys, a Vault, and Session Webhooks — Deciding What Leaves My Cron Setup
Scheduled deploys, vault credentials, and session-thread webhooks just landed in Claude Managed Agents. How I triaged my self-hosted cron jobs: what moves, what stays, and why idempotency decides.
Retiring the 'Please Continue' Prompt — Single-Pass Long-Form Generation with Claude Fable 5's 128k Output
Every month my report generation hit the output cap and I had to ask Claude to 'continue from here.' Claude Fable 5's 128k output let me retire that workflow: a streaming implementation, a resume-after-disconnect pattern, and a measured cost comparison against chunked generation.
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 into the Claude API Code Execution tool — a pre-upload sanity check, Files API integration, container reuse, the 5-minute billing minimum, and the file recovery that pause_turn quietly drops.
Three Days of Running Claude Fable 5 Side by Side with Opus 4.8 — Settling My Model Split Before June 15
I ran Claude Fable 5 alongside Opus 4.8 on the same iOS maintenance tasks during the free introduction window. Where the new model clearly pulls ahead, where it does not, and how I split the two before the June 15 billing change.
A Three-Tier fallbackModel Setup for Claude Code — Keeping Unattended Runs Alive Through Overload Mornings
How I run Claude Code with a three-tier fallbackModel chain so overnight batches survive overload errors: logging which model actually ran, measuring quality drift on fallback days, and pairing it with deny rules.
Fixing Overlapping Paywall and Review Dialogs on Android with a Central ModalGate
How I fixed three dialogs — paywall, review prompt, and rewarded-ad promo — stacking on top of each other with a priority-based central gate, plus the three dismiss-leak paths a Claude Code design review uncovered.
This Week at Claude Lab: Failures Without Error Messages, and the Guardrails That Catch Them
Editor's notes on five new posts: stale temp-file contamination, .bak files swept up by git add -A, PreToolUse screening hooks, and two Android dialog-flow redesigns.
Untangling Android Back-Button Ad Gates: A Parallel, Priority-Ordered Redesign with Claude Code
Nested back-button ad gates fired at the wrong moments. The parallel, priority-ordered redesign we shipped in v2.1.0, with Claude Code, Kotlin, and tests.
Reallocating My Automation Pipeline Ahead of the June 15 Billing Change
On June 15, the Agent SDK, headless Claude Code, and GitHub Actions move to monthly usage credits. I audited every stage of my publishing pipeline against measured token logs and rerouted each one across three execution paths. Here is the reasoning.