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
llms.txt is a small text file on a documentation site—usually lists what the product is and links to the important Markdown pages. For coding agents, treat it as the canonical URL to open first when upstream behavior is unclear. This post is mostly setup and workflow, not theory. Location Put this there Official doc server https://example.com/llms.txt (maintained by the library/vendor) Y
You just finished a statistics assignment. The code works. The results are correct. Then you read the submission requirements and see it: "all functions must be properly documented." You have twenty functions. No docstrings. Twenty minutes left. That's the problem this tutorial solves. A Python script that takes any function, sends it to Claude, and gets back a complete docstring — parameters, ret
This post was created with AI assistance and reviewed for accuracy before publishing. Cursor can use project rules and documentation to steer behavior. Exact file names and mechanisms evolve; check Cursor documentation for the current layout (for example rules in .cursor or legacy .cursorrules patterns). Short, enforceable bullets beat long essays: stack versions, test commands, “no new dependenci
Introduction In Part 1, we successfully moved the resume from a local editor to a live URL. But an empty repository is like a house without a front door, functional, yet inaccessible to those looking in. In this second installment, we’re going back into the terminal to master the art of the README. I’ll show you how to turn a folder of code into a polished, technical portfolio that speaks for it
[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