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
By Q2 2026, engineering teams building local Retrieval-Augmented Generation (RAG) pipelines will waste $47M annually on managed vector databases they don't need – and Pinecone 2.0's 300% price hike over its 1.0 release is the biggest culprit. VS Code inserting 'Co-Authored-by Copilot' into commits regardless of usage (842 points) A Couple Million Lines of Haskell: Production Engineering at Mer
[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