Grok Bot Use Cases: How People Automate WorkGrok 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 triOct 15 · 7 min readahmadhsn1.hashnode.dev
RTX Spark and Local AI: A Developer BriefingMicrosoft’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 Oct 15 · 6 min readahmadhsn1.hashnode.dev
Azure OpenAI Outage: Keep Your AI App RunningTreat 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 Oct 15 · 7 min readahmadhsn1.hashnode.dev
Integer Money and Row Level Security in PostgresStore 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 rOct 15 · 4 min readahmadhsn1.hashnode.dev
Do Not Retry an LLM Rate Limit, Reschedule ItA 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 Oct 15 · 5 min readahmadhsn1.hashnode.dev