Why Batch Thresholds Do Not Reduce Token Use by Themselves
Make high-volume model calls efficient by budgeting repeated context, limiting raw media without dropping text, and committing message consumption only with an accepted result.
TAGTags
reliability
11 articles
Preventing Duplicate Delivery Across Automation Threads
How a destination-and-content idempotency key, unknown-result handling, and repeated sibling-task checks can stop resumed automation from repeating an external side effect.
Making an Unattended Windows Display Blackout Remote-Aware
A remote-aware display guardian uses connection events, local input, cancellable deadlines, and fail-closed evidence to keep an unattended Windows workstation dark without interrupting active remote work.
Handing Off Automation Ownership Without Losing Recovery Evidence
A safe automation handoff separates live authority, recovery evidence, retired execution paths, and disposable local state before anything is removed.
Safely Revising Completed Jobs with a Fail-Closed State Machine
How an explicit revision lifecycle can reopen a completed external-delivery job without duplicating remote objects or trusting stale review evidence.
Pin Policy Snapshots Before Long-Running Automation Executes
How versioned policy snapshots keep active jobs and retries reproducible while new rules roll out prospectively.
Preventing CI Notification Storms on High-Churn State Branches
How to keep required repository checks meaningful when an automation branch frequently commits heartbeats, checkpoints, and other run state.
Recovering a Failed Automatic Proxy Group with a Local Failover Guard
How request-based health checks, bounded local control, and explicit ownership turned a stale automatic proxy group into a recoverable connection path.
Making AI Actors More Believable with Enforceable Production Checks
How reviewed fictional actors, actions driven by visible causes, pre-generation frame review, model routing by shot importance, and file hashes make realism checks repeatable and version-specific.
Assigning Incrementing Job IDs Without Duplicating Paid Work on Retry
How a stable allocation key and a process lock let a recurring paid pipeline create several jobs per period without duplicating work when a scheduled run retries.
Reliable RF Label Printing on a Lossy Network
How I diagnosed interrupted RF label batches and added per-label delivery with a retry boundary that avoids duplicate prints.