I restore a fair number of Supabase backups that aren't mine. Not because anything went wrong, but because I build a tool that restore-tests them, and almost every new database has taught me something about how backups quietly go bad.The pattern is always the same....

In July 2025, Replit's AI coding agent deleted the live production database of an app that SaaStr founder Jason Lemkin was building, wiping records on more than 1,200 executives and over 1,190 companies. Lemkin had imposed a code freeze: no changes to production...

Summarily: One cell of our LLM benchmark showed a 100% failure rate (42 of 42 runs, recall 0.0). It looked like a model collapse. It was our parser.Of the 42 failures, 30 happened because the model did not repeat a field our code already knew. Only 5 were the...

A supervisor agent can read customer history, issue credits, update billing records, and send messages. It delegates one task to a research sub-agent: summarize the customer's recent support cases.The child inherits the parent's complete tool registry and bearer token...

Let’s be honest for a second. How many times have you written a Dockerfile for a Python app, run docker build, and stared in horror at a final image size north of 1 GB?For a framework that champions clean, elegant code, our production Docker images often look like a...

The ingestion jobs kept running out of memory. Adding compute bought us time, but the failures came back as the export history grew. Before a job could process the latest delivery records, it had to work through a growing inventory of old files. I am a senior data...

A cancellation boundary in a multi-agent chat can leave a user message saved, an in-flight reply visible, and later agents uncalled. Those are three different outcomes. I built OpenClaw Launch, which includes a group chat where one agent can pass work to another....

Let’s not kid ourselves. Generative AI is here to stay. A door has been opened that can no longer be closed. Even if the AI bubble bursts, and it probably will in the not-too-distant future, LLMs won’t disappear. The progress that has been made and the vast amount of...

Here is a situation that is easy to run into: you have a dictionary of scores and one simple job, remove everyone below 50. Four lines of code, nothing fancy. Python answers with this:RuntimeError: dictionary changed size during iteration Try the same pattern on a...

Google's October 2026 change to Local Services Ads is being described primarily as a billing change. Starting October 1, certain missed calls and subsequent calls can become chargeable when they meet Google's valid-lead criteria. A missed call during business hours...