How we moved from a fragile loop-based payout system to a reliable, idempotent, and traceable architecture. On paper, payouts sound simple: Customer places an order Platform collects payment Platform pays the seller That's it. Until you try to do it at scale. In any marketplace or fintech system, money flows across multiple parties: Sellers / vendors Delivery partners Platform fees Discounts, vouc
I still remember where i was when the email came in. December 25th. Christmas morning. Phone in hand while having breakfast, and there is an email from our client's CTO. No greetings, Just "We're terminating the contract. Our legal team will be in touch" We lost a 120K a year contract. On a Christmas morning because of a date calculation bug that none of us, not a person on a team of 5 experienced
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