# Best of paragraph.xyz/@tudorizer on Kiwi News Page: https://news.kiwistand.com/source/paragraph.xyz/@tudorizer 6 stories by @tudorizer on Paragraph have been shared on Kiwi News since 13 March 2024, with 15 upvotes and 2 comments in total. The latest was shared on 28 February 2025. They are listed below, most upvoted first. Summaries are AI summaries of the linked article. ## 1. Fascination with Seeds Instead of Fruits - Kiwi News: https://news.kiwistand.com/stories/Fascination-with-Seeds-Instead-of-Fruits?index=0x6731ee5ada2073fabd25be145f802be695efacf32a79c6fa373546006b807edcc4b995b4 - Source: https://paragraph.xyz/@tudorizer/fascination-with-seeds-instead-of-fruits - Shared 11 November 2024, 4 upvotes, 0 comments This essay argues that investors and individuals should focus on early-stage "seeds" showing winning trajectories rather than on current results, or fruits. It draws an analogy between seed growth and entrepreneurial success, citing that HBS suggests founders who succeeded in a previous venture have a 30% chance of succeeding in their next venture and that failed founders perform better than first-time entrepreneurs. The author also proposes prediction markets for picking future winners, while noting that reaching critical mass of participants remains difficult. The essay includes a simplified success-probability model, with a 1% baseline rate, that the author calls potentially oversimplified. ## 2. Lined notebooks (ruled paper) vs. blank pages - Kiwi News: https://news.kiwistand.com/stories/Lined-notebooks-ruled-paper-vs-blank-pages?index=0x670e893ba03ffc5512d8f2d88cb72cc95f61359b5877e9b759779f69468467ad8a88d50c - Source: https://paragraph.xyz/@tudorizer/lined-notebooks-ruled-paper-vs-blank-pages - Shared 15 October 2024, 3 upvotes, 2 comments Lined notebooks strike the right balance between freedom and guidance, while a completely blank page is intimidating. The writer, who began a daily three-page Morning Pages ritual because their handwriting is not as legible as they would like, says that dealing with slanted lines and inconsistent spacing is the last thing the mind needs when gathering thoughts. Ruled guides such as quadrille paper and music sheets are described as ubiquitous for students and professionals, and blank paper is presented as an option mainly for pushing artistic boundaries. ## 3. Wallets Through (web3) History - The evolution of how we ... - Kiwi News: https://news.kiwistand.com/stories/Wallets-Through-web3-History-The-evolution-of-how-we?index=0x67c1a1a9b041fd9e1c3ab03ff395a81621d52ff8fa3789d76555101a242561baab9cbc1d - Source: https://paragraph.xyz/@tudorizer/wallets-through-web3-history - Shared 28 February 2025, 3 upvotes, 0 comments The article traces how crypto wallets evolved from Bitcoin Core's command-line software in 2009 to custodial exchanges, browser extensions like MetaMask in 2016, multi-signature wallets, and smart wallets, and it concludes that wallets should be rethought beyond the current metaphor. It notes that Mt. Gox handled 70% of Bitcoin transactions by 2014 before collapsing and that users later recovered about $8 billion worth of coins. It also says MetaMask opened access to Web3, NFTs and DeFi, while smart wallets such as Safe and Argent let users recover accounts through guardians instead of seed phrases. ## 4. Beyond the Hype: Your Complete Guide to ML Development - Kiwi News: https://news.kiwistand.com/stories/Beyond-the-Hype-Your-Complete-Guide-to-ML-Development?index=0x67607bfea46dd7b9aea6decb886b58edbf714474e086aa8e0b6865b1f6fb291cf5506276 - Source: https://paragraph.xyz/@tudorizer/beyond-the-hype-your-complete-guide-to-ml-development - Shared 16 December 2024, 2 upvotes, 0 comments This guide walks through the ML development lifecycle, from data acquisition and curation through model selection, deployment and monitoring, and argues that a structured cycle helps teams avoid problems such as poor data, technical debt, wasted resources and scalability barriers. It frames the first major decision as buy versus build, noting that off-the-shelf models offer faster time to market and lower risk, while in-house models offer data control and domain fit but cost more in infrastructure and talent. For monitoring, it lists tracking points including accuracy, latency, throughput, cost, model drift and error rates. ## 5. A Farcaster Frames tutorial with a demo and architecture overview - Kiwi News: https://news.kiwistand.com/stories/A-Farcaster-Frames-tutorial-with-a-demo-and-architecture-overview?index=0x65f1d34183e64aac20ebbed5fdd555a657fb4796625a3474735bfdc75336ed961869f7a1 - Source: https://paragraph.xyz/@tudorizer/not-your-average-frames-tutorial - Shared 13 March 2024, 2 upvotes, 0 comments This tutorial walks through building a Farcaster Frame, the interactive embed format that extends Open Graph metadata, using a trivia game called "MVP or Not MVP" as the demo. The author describes four components: a Frame front-end that renders URLs with Frame meta tags, a Frame Server that handles button taps and advances the game, persistent storage for game state, and a Farcaster Hub for validating FIDs and message data, which the demo uses Neynar for. The core loop is render, interact, call the Frame Server, and repeat, with the game split into /start, /next (levels 1 through 5) and /over stages. The stack includes Next.js 14, React, Vercel, Satori and Sharp for image generation, and TypeScript. ## 6. Lessons aftter running an all-pay auction in a Frame - Kiwi News: https://news.kiwistand.com/stories/Lessons-aftter-running-an-all-pay-auction-in-a-Frame?index=0x664625ce70a41774c72324249bed784f3f7e799b4ac10d2a72ff0db2f039a9aa451c4dfe - Source: https://paragraph.xyz/@tudorizer/magicframes-all-pay-auction - Shared 16 May 2024, 1 upvote, 0 comments This post reports on a Frame-based "DEGEN Auction," a type of all-pay auction, run on /magicframes for a yellow Nounish token, and says the organizers did not break even. The auction, which offered an item worth 0.5 ETH starting at 1 DEGEN, drew 30 players who placed 199 bids over almost 19 hours, while about 400 bids would have been needed to reach the item's market value. The author reports Frame bugs, including wallet-verification issues and a delay in reactions appearing in the Frame Message, and says the rules need clearer explanation. The team says it will focus on player feedback, bug fixes and clearer communication before running more auctions.