📰 Dev.to · Sam Rivera

Last Tuesday, my free endpoint returned a valid JSON contract. The next call returned a summary. Same...

Your Free AI Server Will Fail Quietly. Five Gates to Make It Loud. The model can be innocent. The...

Disclosure: This article was prepared as part of MonkeyCode's product outreach. Why this is worth...

Why this is worth reading: a free model endpoint and a free server are easy to adopt, but the failure...

Last week an agent I was testing wrote a cleanup step that looked like rm -rf ./node_modules and was...

My side project makes LLM calls in exactly one place: a CLI that drafts release notes from merged PR...

Liquid syntax error: 'raw' tag was never closed

A small dependency-free CLI pattern that rejects unexpected fields before a sensitive export leaves your machine.

A small CLI contract for bounded evaluation, evidence capture, and a clean emergency exit.

Use write-fsync-rename and failure fixtures so an interrupted CLI update preserves either the old config or the complete new one.

A small-team test that checks whether a trending coding-agent harness leaves portable patches, commands, and failure evidence.

Evaluate planning, tool use, correction, context, and stopping behavior with one portable repository.

Reconcile local and remote offsets before resuming a crashed upload with refreshed credentials.

Use GitHub Copilot app availability as a trigger to test whether a desktop agent session leaves portable work.

Build a small backup drill that catches missing WAL data and incompatible schema changes.

Use a small cloud-agent task to build and export a CLI that survives 304 responses, rate limits, corrupt state, and restarts.

Convert the GPT-Red announcement into a cheap, model-agnostic prompt-injection regression loop with explicit failure evidence.

A reversible browser-first trial that tests whether useful work survives after you leave the agent session.

A small migration and canary plan for GitHub Actions after Copilot CLI stopped requiring a personal access token.

Build a small Model Context Protocol regression fixture that normalizes request IDs and redacts credentials before replay.

GitHub Copilot Agent is now available in JetBrains AI Assistant. Evaluate the workflow with three real issues and portable evidence before adopting it.

Give a coding agent reproducible state, bounded evidence, acceptance checks, and explicit unknowns instead of a one-line bug report.

Keep ownership of ideas and decisions by recording prompts, constraints, tests, and accepted changes in a tiny local tool.

A compact shutdown checklist preserves reusable code, data, costs, and lessons without turning an abandoned project into mythology.