All Articles
Confirm Your Model Actually Responds Before a Scheduled Run Begins
A model you configured can be gone before your nightly job even wakes up. Tell retirement, withdrawal, and regional restriction apart with a single startup probe, then rewrite the run config to an eligible model — with complete, working TypeScript.
PII Masking for Claude API Lives or Dies on the Ledger — Restore, Encrypt, Measure
The hard part of masking PII before Claude API isn't detection — it's operating the token ledger you restore from. Encrypted storage, multi-instance sharing, and a daily leak-rate loop, with working code.
Two Days Into the Billing Change: How Far My Headless Costs Drifted From the Estimate
On June 15 the billing change moved headless execution onto separate monthly credits. Two days in, I broke down cost per pipeline stage and found one stage running at roughly double my estimate. Here is how I measured it, and why I moved one stage back to my subscription.
On the day the billing change took effect, I added per-stage cost metering to my headless runs
The June 15 billing change moved headless runs and agent delegation onto monthly credits. Here is a thin metering layer that records token usage per stage tag from response.usage and emits a daily cost report, with working code.
Centralizing the anthropic-beta Header So a Retired Beta Won't Kill Your Batch
Scattered anthropic-beta headers turn a beta retirement or GA graduation into a 400 that takes down an entire batch. A small capability registry, a startup preflight, and tiered fallback keep your pipeline running across feature generations.
When a Long-Running Agent's Context Quietly Decays — Budgeting and Compaction
An agent that runs all night gets sloppier by morning. The cause is dilution from accumulated context. Here is how to treat context as a budget, measure its decay, and keep it healthy with compaction — with working code and field notes.
When a Model Disappears Without Warning: A State Machine for Retirement, Withdrawal, and Overload
A model can become unusable in hours for reasons that have nothing to do with a technical outage. This guide models three distinct flavors of 'unavailable'—retirement, withdrawal, and transient overload—as one availability state machine, with a router that keeps automated pipelines running. Working TypeScript and Python included.
Letting Claude Read Live Pages: Implementing web_fetch Without the Footguns
How to pull the actual text of official pages and PDFs straight into Claude's context with the web_fetch tool. Covers the URL-validation rule that trips everyone up, the settings that keep token costs down, and why fetch errors arrive as HTTP 200 — based on what I hit running it in production.
Before Per-PR CI Burns Through Your Monthly Credits: A Three-Layer Guard for Claude Code GitHub Actions
From June 15, Claude Code GitHub Actions bills against non-rolling monthly credits. Run a review on every PR and you can drain the month in the first week. Here is a three-layer guard — when to run, how heavy one run can get, and making spend visible — with working workflows.
Making Claude Agent SDK Tools Idempotent — Stopping Double Execution with Deterministic Keys and an Outbox
An implementation log for stopping a Claude Agent SDK retry or session resume from processing the same payment twice. Three patterns — deterministic idempotency keys, an outbox, and a lightweight wrapper — with runnable code and production metrics.
Finding and Installing Claude Code Plugins from a Marketplace — Read What's Inside Before You Trust It
A practical walkthrough for discovering and installing Claude Code plugins from a marketplace. Beyond the /plugin commands, it covers how to read the bundled contents before you install, and how to choose between User and Project scope.
A SubagentStop Hook That Grades Subagent Output and Sends It Back to Be Redone
When a Claude Code subagent occasionally returns rule-breaking work, a SubagentStop hook can grade it automatically and ask for a redo. Here is a working setup with code and field notes.