冥王星（互关互赞必回）

The goal of Personal AI: civilization where individual humans, augmented by AI, can do consequential work without being captured by extractive institutions. Freedom to write your prompt and own your data. This is the new battleground. 2034 won’t have to be like 1984.

Professor Eric Budish (UChicago) delivers a 1-hour masterclass completely deconstructing the exact math HFT bots use to extract millions from continuous order books. Bookmark this and watch it today, if you want to stop trading narratives and start trading architecture It will permanently change how you view markets and liquidity. Check the quoted post below to see an example of HFT bot that appears to be exploiting these mechanics, printing over $500k in just 26 days on Polymarket. For the platform, attracting this level of algorithmic warfare is the ultimate validation. This level of deep, constant liquidity cements the platform as a Tier-1 financial fortress. What you'll learn inside: - The fundamental flaw in the continuous limit order book (clob) - How latency arbitrage actually works under the hood - The concept of the "liquidity tax" and who ultimately pays it - Why pure speed mathematically eliminates directional risk There are no magic pills or secret formulas in this game. The edge simply belongs to those who understand the mechanics better than the others.

Eric’s talk is a much watch! Discrete time batched auctions running on censorship resistant encrypted mempool BFT is the future of efficient markets

Applications are now open for the 2026 Paradigm Fellowship: a 4-day retreat for young people who are obsessively good at something technical. For our fourth year, we're expanding to welcome builders across every frontier — AI, robotics, energy, bio, prediction markets, or something we haven't thought of. Last year's cohort came from 10 countries. Some were undergrads, some were dropouts, some were founders, some came from OpenAI, SpaceX, Citadel, and Kalshi. The format is simple: firesides, whiteboarding sessions, and time to hack. What makes it special is what happens in between, and after. Fellows have met cofounders, started companies, and gone on to raise from Paradigm and others. I was a fellow before joining Paradigm, the retreat was a transformative trip for me, and I met some of my closest friends through the program. Apply by June 8th. Retreat runs August 12–15th.