Grok Bot Use Cases: How People Automate Work
Grok Bot lets you create named AI teammates that connect to your email, calendar, chat and code tools and run on a schedule. The workflows that work best share a shape: one narrow job, a recurring tri
Latest articles
RTX Spark and Local AI: A Developer Briefing
Microsoft’s Surface Laptop Ultra, announced on 7 October 2026, puts Nvidia’s RTX Spark and up to 128 GB of unified memory in a laptop, so large models can run on the device. For developers the useful
Azure OpenAI Outage: Keep Your AI App Running
Treat your LLM provider like any dependency that will eventually fail. Set strict timeouts, stop calling a provider that is clearly down with a circuit breaker, and keep a second route ready, whether
Integer Money and Row Level Security in Postgres
Store every amount as an integer in the smallest unit, do each sale inside a single database function so it lands completely or not at all, and let row level security decide who can see which shop’s r
Do Not Retry an LLM Rate Limit, Reschedule It
A rate limit is not a failure, so do not spend retry attempts on it. Work out which limit you hit, then delay the job until that limit resets. Retrying a daily quota error immediately only fills your
Put the Model Last: A Cheaper, Safer Chatbot
Treat the model as the last stage of your pipeline, not the first. Cheap code should answer what it can, refuse what it must, and cache what repeats. Whatever is left goes to the model, and its reply
An AI Booking Assistant That Cannot Double Book
Do not teach the model your booking rules. Give it tools that call the same services your own booking page already calls, validate every argument in code, and gate every change behind a confirmation t
AI Coding Agents: A Workflow That Holds Up
Treat a coding agent like a fast colleague who needs a clear ticket and a way to check its own work. Write the task with acceptance criteria, ask for a plan before any code, give the agent commands th
RAG Tenant Isolation Inside the Vector Index
Put the user filter inside the vector search itself. If you search everything and remove other people’s chunks afterwards, those chunks still use up the slots you asked for, and one forgotten line of