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Last post was why. This one is what it looks like. The thing I said at the end of last post was: with flodl I don't rewrite when I pivot. I add or remove a graph member. This post is the primitive that makes that sentence true. Meet FlowBuilder. It's a declarative graph DSL for neural networks, and it's the API I'd find hardest to give up. By my third Python pivot, the wiring code outweighed the m
Building an AI-Powered Dog Breed Recommender with Flask, Nyckel, and Google Gemini Overview This application takes a photo or image URL of a dog and passes it to an external API to determine the breed. Once the breed is identified, a custom prompt is sent to Google Gemini and the results are returned to the user as a tailored list of care recommendations for that specific breed. Tech
Stripe is opinionated: a Price object has one currency. If your product is priced at $79 USD, that's what Stripe charges. But for conversion optimization, you want to display the price in the visitor's local currency — Argentinians see ARS, Brazilians see BRL, Germans see EUR — converted at the live FX rate. The math is simple. The trick is doing it without a 200ms client-side flash. Stripe holds
You have a YouTube playlist of 40 conference talks. You have bookmarked 200 web articles. You have a folder of PDFs you keep meaning to read. None of that is knowledge yet. It is a queue. Synthadoc v0.3.0 drains the queue. Most people have a system for collecting information. Bookmarks, Notion pages, Pocket, starred emails. The collection grows. The retrieval never quite works. You remember you sa
Showing prices in a user's local currency increases trust, reduces bounce rates, and improves conversions — especially for international audiences. Here's how to do it automatically in React. Detect the user's currency from their IP address (no user input needed) Fetch the live exchange rate for that currency Format the price according to their locale // hooks/useCurrency.ts import { useEffect, us
IP geolocation is one of the most accessible fraud signals available. It won't stop sophisticated attackers, but it catches a significant amount of low-effort fraud with very little implementation overhead. Impossible travel: A user logs in from Germany, then from Brazil 10 minutes later. Country mismatch: Billing address is in the US, but the IP is in a different region. High-risk region matching
A walkthrough of prompt injection attacks against OopsSec Store's AI assistant, bypassing its input filters to extract a flag from the system prompt. OopsSec Store has an AI support assistant with a secret embedded in its system prompt. The only thing standing between us and the flag is a regex blocklist. Spoiler: four regexes are not enough. Initialize the OopsSec Store application: npx create-os