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This 20-minute tutorial breaks down how to build a Python trading bot for live NFL playoff markets, ESPN win probability API, real-time Kalshi WebSocket odds, and the honest math on latency, fees and whether the edge is even there. Bookmark it and make sure to watch. It's one of... show more

Goaty

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15,630 次观看 • 4 个月前 •via X (Twitter)

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This 1-hour tutorial on building a Football AI system shows how to analyze matches and move toward real-time sports analytics using computer vision. Bookmark this & give it 1 hour today. This is a solid foundation if you want to build your own sports bot. Then read the post below.

This 1-hour tutorial on building a Football AI system shows how to analyze matches and move toward real-time sports analytics using computer vision. Bookmark this & give it 1 hour today. This is a solid foundation if you want to build your own sports bot. Then read the post below.

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how to build the fastest Polymarket latency bot +$100k/month PnL if you hit 1,000+ trades/day cleanly 0x8dxd is just a latency bot that farms the 200–500ms gap between Binance moving and Polymarket waking up. the part that matters isn't some alpha model, it's reading spot first and hitting the book before odds adjust. where the $100k+/month comes from it's not one massive bet. it's clipping tiny edges thousands of times. 0x8dxd started with $313 and ended month one around $438k, now sits north of $550k all‑time PnL with ~5.6k–7k trades at 96–98% win rate on BTC/ETH/SOL 15‑minute windows. if you're consistently pulling 1–2% per cycle over 1,000+ trades/month with real size, six figures is just arithmetic. first, the edge: spot (Binance/Coinbase) moves first, Polymarket's 15‑minute up/down windows lag by 200–500ms before odds fully reprice. latency bots live in that window: spot already moved, book still thinks it's 50/50, bot fixes the misprice and takes the edge. what you actually need: - Python + official py‑clob‑client to prove the idea, Rust CLOB client if you want to compete with 0x8dxd‑level bots. - WebSocket feeds for BTC/ETH/SOL from Binance/Coinbase (REST polling is too slow). Dedicated Polygon RPC node so your orders don't die in public rate limits. - VPS physically close to Polymarket's infra (ping is literally part of your edge). where people mess up: they try "HFT" from a laptop with Python + public RPC and wonder why their 300ms reaction gets farmed by a 30ms Rust engine. the bot loop (in plain English) pull real‑time spot for BTC/ETH/SOL via WebSocket, track short‑term % moves over a few seconds. for each 15‑minute crypto market on Polymarket: check if spot moved beyond your threshold (e.g. ±2%) while Polymarket odds barely changed. if BTC rips and the "down" contract is still priced like a coinflip, load NO at stale odds. if BTC nukes and "up" is still fat, fade that with NO or take YES on "down" depending on the market structure. log market, entry odds, exit odds, realized edge. that's it. no AI, no news scraping, just enforcing what spot already told you. where to get real references: Finbold/MEXC breakdowns: exactly how a bot took $313 to $438k on Polymarket using BTC 15‑minute windows and latency between spot and odds. BlakeNastri's X thread: dug through 0x8dxd's stats, ~5.6k trades and ~96%+ win rate, called it latency arbitrage not insider magic. two real‑world gotchas (that decide profit vs loss) edge decay: as more bots pile in, the 200–500ms lag shrinks and your edge turns into noise. research on Polymarket shows arbitrage bots already extracted tens of millions. self‑slippage: once you scale to real size, you start moving the book yourself - without proper sizing and staggering, you donate your edge back to the market. how to make it feel "pro" fast run only on high‑volume crypto windows: (BTC/ETH/SOL 15‑minute) where size actually fills and you can hit 1,000+ trades/month without breaking the market. start with tiny tickets ($20–50 per trade), prove the edge over thousands of logs with fees and slippage included, only then scale size not risk per trade. use official libs and known clients as your backbone, treat random "Polymarket bot" repos as hostile until you audit them - there are already GitHub bots caught stealing keys

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