building my life around AI agents, LLMs & quant systems for prediction markets + crypto

on chain
MIT Researchers Built An AI Hedge Fund & released it 100% FREE this gives you full trading firm of AI agents, analysts, a bull vs bear debate, a trader and a risk manager that approves every trade i cloned it and plugged in Opus 5.5 as the brain and Jev as the fast decision layer (INSANE RESULTS) here is how to USE this repo: 1. clone the repo and install it, one command with pip or uv, it runs on your laptop in a few minutes 2. drop in your Anthropic key and set Opus 5.5 as the deep think model, so the whole agent firm reasons on the best brain available 3. launch the CLI, pick any ticker and a date, it works on every market Yahoo covers, US stocks, crypto and more 4. the fundamentals agent digs through the financials and the news agent reads every headline and macro event that could move the price 5. the sentiment agent reads the crowd on Reddit, StockTwits while the technical agent reads the charts, RSI, MACD, the patterns 6. every agent writes a clean structured report instead of loose chat, which is the trick that stops the signal getting distorted as it passes along 7. then a bull agent and a bear agent debate the trade over multiple rounds, and a facilitator reads the whole debate and picks the winning case 8. the trader agent turns that into an actual call, then the risk team and portfolio manager approve or reject it before anything fires, same as a real desk 9. backtest the full pipeline across a grid of tickers and dates, it scores every decision on real alpha against the benchmark and logs what worked so it gets sharper each run 10. the agent debate takes minutes, so wire Jev in as the fast layer - it'll makes the final live call in just milliseconds > this turns this research firm into a real self-improving 24/7 AI trading agent the full build of AI trading bot that makes it trade live is in my article below:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

33
10
96
9,791
Roan retweeted
Whop Migrations are expanding from payments to websites. Import your entire business from Squarespace, WordPress, or GoDaddy in one click.
17
45
212
45,339
this CLAUDE.md file can turn opus 5.5 into a 10x QUANT add this in your AI trading agent repo and run it will probably build you PROFITABLE strategies 24/7:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

32
64
461
42,557
Roan retweeted
We're excited to announce Whop now supports ecommerce stores end-to-end. store.whop.site
60
66
415
225,469
paste this prompt into claude code it will build you an Opus 5.5 + Jev trading bot it will probably make you a lot of money...
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

95
288
2,613
466,627
this model literally REPLACES hedge fund quants drex 1.5 builds most POWERFUL 24/7 trading agents for FREE it runs 3x faster than Jev and executes trades at HFT speed in milliseconds, with 128k context i built my first AI trading bot on it this morning and the early results are INSANE so far here is EXACT way to build your 24/7 trading agent for FREE: 1. sign up at nace AI and grab the 250M free tokens, no card needed 2. copy your API key from the dashboard, this is the password that lets your bot talk to Drex, keep it private 3. open Claude (i am using opus 5.5 with agenkit harness) and paste one line, build me a paper trading bot that calls the Drex decision model, it writes all the code for you, no coding needed 4. tell it which market to watch, say Bitcoin and paste your Drex key when it asks, now the bot can see the market and reach the model 5. the bot packs the live market into one snapshot, price, trend, buying and selling pressure, and sends it to Drex on every candle 6. Drex reads all of it in 128k context and answers buy, sell or hold in milliseconds, with a confidence number 7. set two simple rules in plain words, only trade when confidence is high and stop everything if losses hit your limit, the bot obeys them automatically 8. run it on paper first, fake money, real market, so you watch it trade with zero risk for a week 9. check it each morning, it logs every trade and you tweak the rules as you learn, it keeps running and improves autonomously 10. once it runs clean on paper, you flip it live and now you have a 24/7 AI trading agent for zero dollars a month 250M FREE TOKENS, build your FIRST trading agent today:
Drex 1.5 is Live! 128k context window, more rivalry to Jev #1 on the Decision Index 0.2.1 + JevBench (SOTA) Absolute leader in long context decisions Latency: sub-second Decision models are getting better! Price: $0.04 per 1M input tokens Try Drex with 250M free tokens nace.ai/drex #drex #jev #nace
25
12
96
13,731
i still don't understand why everyone is NOT using this 100% free alternative to TradingView it does everything TradingView charges $2,399/year for FREE i plugged openmarket into my Opus 5.5 + Jev stack and built an ORDER FLOW trading desk that is running autonomously 24/7 here is the EXACT system you can build today: 1. openmarket streams three things live for free, the liquidation heatmap, the order book depth, and CVD, the exact order flow a fund pays thousands for 2. the liquidation map shows where the stops are stacked, price hunts those clusters, so it tells you where the market wants to go next 3. the order book shows if there is more size on the buy or the sell side, that is who is actually in control right now 4. CVD shows if the buying is real, price up but CVD down means the move is fake and about to fail, the read most people never see 5. i pull all three through the OpenMarket API and pack them into one clean snapshot on every candle 6. Jev scores that snapshot in < 100 ms, is a cluster about to get hunted, is the flow real or fading, buy sell or hold 7. Opus 5.5 sits on top, after fixed time it reads which order flow reads actually worked and rewrites the questions Jev asks, so it gets sharper and becomes powerful itself 8. a hard risk layer holds every limit and now the desk trades institutional order flow on its own, for ZERO dollars a month in data the full build is in my article below:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

90
217
1,533
193,372
opus 5.5 + Jev builds the MOST powerful trading agents build a hedge fund using "opus 5.5 + Jev" that prints alpha 24/7 if I had this a year ago, I would've built my hedge fund in a week instead of a year ENTIRE system along with CODEBASE in article below:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

26
12
137
23,404
Do you understand what just got open sourced? 5,800+ quant trading strategies for FREE along with its CODEBASE i gave these trading strategies to opus 5.5 + jev and it built me a PROFITABLE 24/7 trading agent here is how to use the repo and build AI trading bot: 1. clone the vault and get 5,806 trading strategies (spot, perps, grid, stat arb and market making) 2. open any strategy file, the math, the parameters and the source are already inside 3. point AgenKit at that file inside Claude Code with model as opus 5.5, one command and it reads the spec as ground truth 4. it will run a full engineering team and ships a production bot with risk controls 5. Jev is the live brain, it answers buy sell or hold in 81 milliseconds, calibrated, no hallucination 6. your engine sizes the trade from that confidence and fires it before the next block 7. a hard risk layer holds every limit, nothing goes live until you approve it 8. every night Opus 5.5 reviews the fills and ships a better version, so the agent improves while you sleep one model THINKS, the other REACTS and a strategy that sat locked in a vault now trades itself 24/7 the COMPLETE codebase and the EXACT Opus 5.5 + Jev trading system which I am running is in the article below:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

47
65
574
93,762
i still don't understand why everyone is NOT building 24/7 trading agents with opus 5.5 + jev this combo builds MOST POWERFUL AI trading bots i wrote a 6-page research paper on exactly how to find profitable strategies 24/7 with opus 5.5 + jev from scratch along with COMPLETE CODEBASE in RUST this is the exact system I have been running for the past 3 days are so far results are INCREDIBLE:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

162
439
3,919
1,132,049
TradingView JUST shipped its new official MCP server for Claude. Your AI agents can control your charts, set price alerts, conduct research & more by pulling directly from your TV account. i just built a 24/7 trading agent with Opus 5.5 + TradingView here is how you set it up: Step One: Copy the link attached below Step Two: Open Claude, go to Settings → Connectors → Add custom connector, then paste the link there Step Three: Sign in to TradingView & approve access Step Four: Select Opus 5.5 as your model and start prompting Example prompts: → "Pull the current support/resistance setup on [ticker] and give me the bull and bear case with key levels" → "Find stocks showing bullish RSI divergence on the 4H timeframe right now" → "Give me a full read on [ticker]: trend, momentum, support and resistance, and any active chart patterns" → "What are today's biggest news movers? Also, give me an update on any important upcoming events." → "Set an alert for when [ticker] closes above [level], and tell me the moment my watchlist hits any of my invalidation levels" this setup will probably make you a lot of money:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

69
113
719
122,725
MCP ACCESS HERE - mcp.tradingview.com/mcp
1
14
4,426
Open the prompt Cmd A Open Claude Opus 5.5 Cmd V Enter "Build 24/7 AI Hedge Fund" WIN
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

32
35
285
44,699
send this 24/7 AI trading agent prompt to claude opus 5.5. it will probably make you a lot of money. you're welcome:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

77
236
2,369
518,358
Jev + GPT-6 Astra builds the MOST DANGEROUS trading agents ever i just added Astra into my Jev trading stack and now one model researches the new trading strategies 24/7 while the other FIRES them in milliseconds it's like having a HEDGE FUND QUANT and a HIGH FREQUENCY TRADER on a SINGLE computer this setup literally gives you a ONE PERSON HEDGE FUND here is how you set it up from start to end: 1. sign up for Jev, no waitlist anymore, you get $5 free credit to start and grab your Astra API access, these are your two engines 2. install the official Jev skill so your coding agent writes correct calls, then create your Jev API key in the dashboard and drop both keys into your env file 3. point Astra at the market with its 1M context, feed it the order book history, the indicators and the venue rules and let it read the whole picture in one pass 4. Astra derives the strategy, it writes the entry logic, the exit logic, the risk limits and the exact conditions a trade should fire on, this is the deep quant work 5. Astra compiles those conditions into a typed Jev schema, regime, direction, setup quality, toxic flow, risk state, the battery of questions your bot asks on every candle 6. build the state engine in code, it turns the live order book into one compact numeric snapshot under 400 tokens with strict causal timestamps so nothing leaks from the future 7. on every block, send that snapshot to Jev as the full battery in one call, it scores all the questions in parallel at single question latency 8. Jev returns calibrated probabilities in just few milliseconds, typed, zero hallucination, a buy sell or hold your code acts on directly, no parsing, no guessing 9. gate every trade on Jev confidence, RLCD makes the probability real so you Kelly size straight from the output, nothing fires below your threshold 10. wire the escalation, when Jev confidence drops or the regime breaks, kick the decision back up to Astra for a deep re-read, cheap fast calls by default, heavy reasoning only when it matters 11. add the hard risk layer in code, max drawdown, max position, kill switch, all deterministic, the model never overrides a hard limit, this is what lets it run unattended 12. Astra reviews the session overnight, it reads every fill and every miss, rewrites the schema and ships the improved version before the next open, the loop compounds while you SLEEP the EXACT trading system i am running with JEV 24/7 is in article below:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

33
34
299
53,957
Jev + TradingView is the most INSANE trading setup ever built for FREE i plugged TradingView into my Jev stack and now my 24/7 trading bot turns real-time live chart data into a calibrated buy or sell in JUST 81 milliseconds it's like the BEST chart data in the world feeding the FASTEST decision model in the world with this open source repo we get - > PREMIUM indicators in > a typed AI decision out > AND zero agent hallucination here is how you set it up for completely FREE: 1. clone the TradingView API repo (open-sourced on GitHub), one npm install gets you real time feeds, premium indicators and replay mode without a paid account 2. pull the live indicators into one compact state snapshot, RSI, MACD, Ichimoku, Supertrend, order flow, all in a single numeric object under 400 tokens 3. send that snapshot to Jev as a battery of typed questions, regime, direction, setup quality, risk, all scored in parallel in one call 4. Jev returns calibrated probabilities in 81 milliseconds, not text, not a guess, a typed buy sell or hold your code acts on directly 5. gate every trade on confidence, RLCD training makes the probability real so you Kelly size straight from the model output, nothing fires below your threshold 6. run it on replay mode first, free and unlimited across any timeframe, so you watch the engine decide on years of premium data before risking a cent 7. telegram alerts fire the chart snapshot, the Jev confidence score, direction, and the Kelly sized position the instant a setup lands the EXACT system i am running with JEV is in the article below:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

71
188
1,404
210,799
Jev builds the MOST POWERFUL trading agents and someone JUST open sourced jev-trader, a fully working 24/7 trading bot with Jev along with COMPLETE low latency CODEBASE WHAT THIS MEANS FOR YOU - you no longer have to build a trading bot with Jev from scratch, you just clone this and make it yours here is how you make your own Jev trading bot with this repo: 1. clone it and run three commands, it boots straight into dry run mode with real book data, real decisions, and simulated fills so you can watch it think with zero capital 2. drop in your Jev API key and the model starts answering buy or sell on every block with calibrated probabilities in 81 milliseconds 3. swap the book reader for your own venue, the model interface is clean so any order book that returns bids and asks plugs straight in 4. tune the decision cadence and horizon, ask the model every N blocks about the move over the next M, so you control how aggressive the engine trades 5. the hot loop already fits one block with exactly two round trips, one to read the book, one to send the order, nothing else on the path, this is the institutional latency discipline most retail bots never reach 6. plug in the live server and every block, every decision, every fill streams to a public dashboard so you watch your engine run the whole point is this repo hands you HARDEST part for FREE - > the low latency engine the COMPLETE breakdown of how i turned this into hedge fund grade HFT trading system is in my article below:
Jev is the FASTEST AI model ever built for trading It makes calibrated buy/sell decisions in under 100 ms That is one real decision on every single block, 24/7 In this article I've shown EXACTLY how to build HFT trading system with Jev (from scratch)
Article

How to Use Jev to Build a 24/7 HFT Trading System

I will break down the exact framework to build a millisecond speed 24/7 HFT trading system with Jev, along with the exact resources that helped me personally. Let's get straight to it. Bookmark This -

51
82
651
171,996