For years, the answer to "how much RAM do I need?" was always "more than you have." 4GB became a joke. 8GB became "the bare minimum." 16GB became the new baseline. 32GB started feeling reasonable for developers and gamers. The ceiling kept moving, and the industry was happy to sell you more every time it did. Now, Apple has released the MacBook Neo with 8GB as the base configuration. I've been wat
If your local-Ollama agent has been getting quietly worse for no obvious reason — same model, same hardware, same prompts — there's a good chance you're hitting an invisible ceiling that produces no error, no warning, and no log line. Just an empty response where an answer used to be. I want to walk through how this manifests, why it's specifically painful for autonomous agent workloads (not chat)
[03] Designing a Personal Commitment Line — Two Loans, One Defense System This is Part 3 of a 6-part series: Building Investment Systems with Python Every major corporation maintains a revolving credit facility — a pre-arranged borrowing line they can draw from instantly during a crisis. They pay a commitment fee for the privilege of having this standby capacity, even when they don't use it. The