Roan

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

[Roan @RohOnChain]

https://t.co/JqaqOhNl6I

[Roan @RohOnChain]

@MAXdeg0 this really wild repo max

[Roan @RohOnChain]

@RitOnchain this technical architecture for regime trading looks insane bro

[Roan @RohOnChain]

@RuujSs full ai trading os, just wow bro - will go through this

[Roan @RohOnChain]

@RuujSs definitely, jev is literally built for high frequency traders

[Roan @RohOnChain]

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:

[Roan @RohOnChain]

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) https://t.co/4hmZDzN00Z

[Roan @RohOnChain]

@MAXdeg0 wow bro max, this visual makes the workflow much clear - top tier share brother

[Roan @RohOnChain]

@RitOnchain absolutely using JEV right way is real alpha now, have tried to give the complete codebase as well in research paper - it'll help you alot

[Roan @RohOnChain]

@velesxbt definitely veles, calibration check against your own data is most accurate practice at institutional scale

[Roan @RohOnChain]

@gippp69 this open source repo is EYE opener one, gipp

[Roan @RohOnChain]

@velesxbt this is insane research veles

[Roan @RohOnChain]

Access The Paper -
https://t.co/eEfa3BRBUa

[Roan @RohOnChain]

@velesxbt GPT-6 astra is insanee

[Roan @RohOnChain]

@ZentrixHQ literally the OG talk of sam

[Roan @RohOnChain]

@starmexxx this is insane bro star

[Roan @RohOnChain]

@undefinedKi this is amazing

[Roan @RohOnChain]

@gippp69 "188 AI MODELS INTO ONE 6-STAGE CAMPAIGN SYSTEM" - damn, interesting bro gipp

[Roan @RohOnChain]

@Bober_smart wow bro bober, this is useful for me

[Roan @RohOnChain]

@0xSlyth nice bro

[Roan @RohOnChain]

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) https://t.co/4hmZDzN00Z

[Roan @RohOnChain]

@Av1dlive this is amazing avid, this is gonna save me huge