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

on chain
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 -

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MCP ACCESS HERE - mcp.tradingview.com/mcp
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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 -

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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 -

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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 -

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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 -

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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 -

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i built a 24/7 HFT trading bot with Jev and wrote an 8-page research paper on EXACTLY how to build a millisecond speed high-frequency trading system with Jev, along with COMPLETE CODEBASE here is how you set it up: 1. split your system in two, deterministic code owns the math and Jev owns the judgment, this one decision is what separates a real system from a demo 2. build the state engine that turns the raw order book into a compact snapshot under 400 tokens with strict causal timestamps so nothing leaks from the future 3. fire a 6 question battery to Jev in one call, regime, direction, toxic flow, liquidity, quote environment, inventory pressure, all evaluated in parallel at single question latency 4. gate every action on calibrated confidence, RLCD training makes the probability real so you can Kelly size positions straight from the model output 5. price the quotes with the Avellaneda Stoikov reservation price in deterministic code, Jev only decides whether the environment is worth quoting into at all 6. wrap the loop with a fallback ladder, late decisions hold, model down runs deterministic rules, hard drawdown breach flattens everything and kills 7. validate the full policy against Sharpe, Sortino, hit rate, and max drawdown across a 4 baseline backtest before any capital moves 8. verify calibration on your own logged data with Brier score and expected calibration error so the 80 percent the model reports is really 80 percent this is the EXACT system i have been running since yesterday & results are INCREDIBLE so far:
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 -

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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 -

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Roan retweeted
i’m a sugar daddy for men with GitHub accounts. Marc got $68k and a Mercedes. you get a shot at $50k for building something people actually use with the Higgsfield API. competition pinned. make me proud.
This company is crazy. After spending $68,000 on my body, they rented me a car to drive to the Hyrox venue. My transformation into a billboard is now complete. Higgsfield also gave me $30,000 in API credits to make marketing videos with AI models like Seedance. I built a little puzzle game to give them away: finish it and verify your email, and I’ll randomly pick 30 winners in 48 hours, each getting $1,000 in credits. The game starts in this tweet, in this photo... It should take you ~15 minutes. Good luck 👀 This little sponsorship experiment made me realize AI has pushed solopreneurship mainstream. Companies are sponsoring influencers, as we see on YouTube. This wasn't the case when I joined X in 2021. All my friends outside our indie-hacking bubble are talking about building their own internet business solo. I think it was meant to happen because solopreneurship unlocks two fundamental human desires: creativity and not-having-a-boss. If I had to bet, we're just at the beginning.
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GPT-6 Astra x OpenBB is MOST POWERFUL AI trading setups you can literally turn Astra into a FREE Bloomberg Terminal in minutes pull real-time data across 300,000+ symbols, run deep multi-asset analysis & ship live strategies from a single prompt here is how you can set it up: 1. install the OpenBB Platform via pip in your Codex CLI environment, 36k github stars, unlocks 50+ premium data providers and 270 endpoints in one command 2. connect OpenBB's built-in MCP server directly to Astra, one config line gives Astra native tool access to every dataset OpenBB exposes across all asset classes 3. paste any ticker into Astra with 1M context, Astra pulls fundamentals, options chain, insider trades, congress filings and 5 years of price history in a single parallel call 4. wire in FRED macro through OpenBB, Astra reads Fed funds rate, CPI, yield curves and credit spreads to auto-adjust strategy positioning based on the current regime 5. Astra derives the exact strategy from the combined dataset, plain english to production Python code that runs against OpenBB's live data feed with zero glue code 6. use the historical data endpoint to backtest every hypothesis across 20 years of clean data before any capital moves, Astra reads the full tearsheet in seconds 7. Astra ships the winning strategy to Alpaca, Interactive Brokers or Hyperliquid execution, one prompt from data pull to 24/7 trading agent 8. every strategy passes Sharpe above 1.5, drawdown below 15%, hit rate above 55%, t-stat above 2.0, walk-forward across 5 years before deployment EXACT system (in depth) which I am running with GPT-6 Astra is in the article below:
GPT-6 Astra is the most powerful trading agent right now. It gives you AGI-adjacent reasoning. I've shown the exact way to use GPT-6 Astra at its HIGHEST benchmark. You could literally build MOST complex trading models like hedge fund with it.
Article

How to Use GPT-6 Astra to Build Complex Mathematical Trading Models

I will break down exactly how to build the complex mathematical trading models like hedge funds and teach you the EXACT way to use GPT-6 Astra to its PEAK potential. Let's get straight to it. Bookmark

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i built 200+ HFT trading strategies with GPT-6 Astra TRY IT → agents.surf made them live on a Monte Carlo simulation dashboard along with its CODEBASE in rust complete guide to build 24/7 trading agent is in article below:
GPT-6 Astra is the most powerful trading agent right now. It gives you AGI-adjacent reasoning. I've shown the exact way to use GPT-6 Astra at its HIGHEST benchmark. You could literally build MOST complex trading models like hedge fund with it.
Article

How to Use GPT-6 Astra to Build Complex Mathematical Trading Models

I will break down exactly how to build the complex mathematical trading models like hedge funds and teach you the EXACT way to use GPT-6 Astra to its PEAK potential. Let's get straight to it. Bookmark

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i turned GPT-6 Astra into a 24/7 trading agent here is the EXACT way to build your FIRST AI trading bot with GPT-6 Astra with COMPLETE ARCHITECTURE GPT-6 Astra is most powerful trading agent ever built the goal was simple - ship hedge fund grade trading strategies with a multi-agent team of quants every layer solves one specific failure mode i hit in earlier versions: 1. reasoning substrate - GPT-6 Astra with 1M context, hours of long-horizon reasoning, direct computer use, and mathematical capabilities 2. harness layer - AgenKit installs 10 specialist agents inside Codex CLI. Conductor, Backend Architect, Test Engineer, Code Reviewer, Data Engineer, Debugger, Frontend, Infra DevOps, Perf Observability, Security. same model, TEN DISCIPLINES 3. workflow gates - 6 phases with operator approval at every step. brainstorm, architecture, plan, build, review, ship. nothing writes code until you sign off on the spec 4. mathematical foundation - 4 models running in production. Ornstein-Uhlenbeck stat arb, Avellaneda-Stoikov market making, Hawkes order flow, Heston volatility 5. production architecture - 6 layers wrapping every strategy. data, signal, decision, risk, execution, monitoring. the 2 AM WebSocket disconnect can no longer silently kill the model 6. risk enforcement - Kelly-sized positions, 5% drawdown kill switches, delta-neutral hedging, intent blotter output. these numbers came from watching an earlier chatbot script blow through 12% in one session 7. validation gates - every strategy must pass Sharpe above 1.5, drawdown below 15%, hit rate above 55%, t-stat above 2.0, walk-forward across 5 years before any capital touches it 8. output layer - Telegram Bot pings my phone with instrument, strategy, Sharpe, drawdown, action window and Kelly-sized position the principle i built around from day one > capability without structure is a chatbot > the wall was never the math, it was always the six salary team i learned that one the hard way
GPT-6 Astra is the most powerful trading agent right now. It gives you AGI-adjacent reasoning. I've shown the exact way to use GPT-6 Astra at its HIGHEST benchmark. You could literally build MOST complex trading models like hedge fund with it.
Article

How to Use GPT-6 Astra to Build Complex Mathematical Trading Models

I will break down exactly how to build the complex mathematical trading models like hedge funds and teach you the EXACT way to use GPT-6 Astra to its PEAK potential. Let's get straight to it. Bookmark

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GPT-6 Astra builds the MOST POWERFUL quant trading agents this open source repo has 101 profitable quantitative TRADING STRATEGIES along with EXACT MATH behind every model i plugged these strategies into my Astra stack along with AgenKit harness & now my 24/7 trading bot runs them as production agents here is how you can set it up: 1. clone the repo (github link in replies) of 101 quant trading strategies 2. install agenkit.xyz into Codex CLI with GPT-6 Astra model, fire JUST one prompt to build mean reversion strategy from the spec, then Astra + AgenKit ships a full working strategy in mins 3. real strategies inside like Ornstein-Uhlenbeck stat arb, Avellaneda-Stoikov market making, Heston volatility, FX carry, momentum with skip windows, covered calls with expiry grids 4. every strategy passes the validation gates with Sharpe above 1.5, drawdown below 15%, hit rate above 55%, t-stat above 2.0, walk-forward across 5 years 5. each spec ships with Kelly-sized positions, 5% drawdown kill switches, delta-neutral hedging, and intent blotter output so nothing routes live by accident 6. 10 specialist agents inside AgenKit handle spec review, quant architecture, test-first build, two-stage review and ship your trading bot EXACT system (in depth) which I am running with GPT-6 Astra is in the article below:
GPT-6 Astra is the most powerful trading agent right now. It gives you AGI-adjacent reasoning. I've shown the exact way to use GPT-6 Astra at its HIGHEST benchmark. You could literally build MOST complex trading models like hedge fund with it.
Article

How to Use GPT-6 Astra to Build Complex Mathematical Trading Models

I will break down exactly how to build the complex mathematical trading models like hedge funds and teach you the EXACT way to use GPT-6 Astra to its PEAK potential. Let's get straight to it. Bookmark

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GPT-6 Astra builds the MOST POWERFUL 24/7 trading agents i wrote a 6-page research paper on exactly how to use GPT-6 Astra at its FULLEST potential to build mathematical trading strategies like hedge funds along with COMPLETE CODEBASE here is how you set it up: 1. the 4 mathematical trading models every hedge fund runs. Ornstein-Uhlenbeck stat arb, Avellaneda-Stoikov market making, Hawkes order flow, Heston volatility. exact formulas for each 2. the exact validation thresholds. Sharpe above 1.5, drawdown below 15%, hit rate above 55%, t-stat above 2.0, walk-forward across 5 years 3. why the math was never the wall. the wall was the 6 salary team at $1.8M annual cost per model. Astra covers every role 4. the AgenKit harness that installs 10 specialist agents inside Codex CLI with test-first builds and two-stage review gates 5. the 6 layer production architecture with Kelly-sized positions, 5% drawdown kill switches and delta-neutral hedging 6. the exact one-line prompt that ships a working mathematical model like hedge funds in one weekend this is the EXACT system i have been running for the past 5 days & results are INCREDIBLE so far:
GPT-6 Astra is the most powerful trading agent right now. It gives you AGI-adjacent reasoning. I've shown the exact way to use GPT-6 Astra at its HIGHEST benchmark. You could literally build MOST complex trading models like hedge fund with it.
Article

How to Use GPT-6 Astra to Build Complex Mathematical Trading Models

I will break down exactly how to build the complex mathematical trading models like hedge funds and teach you the EXACT way to use GPT-6 Astra to its PEAK potential. Let's get straight to it. Bookmark

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