GPT-6 Astra builds the most powerful trading agents
i wrote a 6-page research paper on exactly how to find profitable strategies 24/7 with Astra, along with the COMPLETE CODEBASE
here is how you set it up:
1. the 4 mispricing categories every hedge fund actually hunts (statistical arbitrage, volatility surface, factor decomposition, insider clusters) with the exact formulas for each
2. the 8 bot architecture that maps to every function of a real fund, one bot per role, with maker checker separation so nothing grades its own output
3. the 300 agent monitoring layer that watches order books, options flow, SEC filings, macro releases, and central bank X accounts in parallel
4. the hypothesis generator that reads filtered candidates and codes new strategies every night in Python, backtests them, and throws out anything below Sharpe 1.5
5. the exact validation thresholds every strategy has to pass before deployment. Sharpe above 1.5, drawdown below 15%, hit rate above 55%, t stat above 2.0
6. the Telegram alerts that ping your phone with instrument, strategy, confidence score, Sharpe, drawdown, action window, and Kelly sized position
this is the exact system I have been running for the past 3 days:
比特币熊市结束了吗?还有最后一跌吗?10年有效的MVRV指标告诉你
参考下图,2014年以来,3轮大熊市有效的指标MVRV Z-Score指标显示, $BTC 可能还有最后一跌,才能见周期大底。
MVRV Z-Score 通过标准化市场价值和已实现价值之间的差额,来评估比特币相对于其公允价值是被高估还是低估。
当市场价值显著高于已实现价值时,通常表明市场已见顶(红色区域);当市场价值显著低于已实现价值时,则通常表明市场已见底(绿色区域)。
另外,UNPL、AVIV等指标也显示,目前还没到周期大底。
最理想的走势,在今年第四季度, $BTC 走出最后一浪下跌,在55K左右见底,开启新一轮牛市。
但最后一浪,需要事件和宏观驱动,2022年的最后一浪下跌是FTX交易所挤兑破产引发的恐慌抛售导致的。
有没有指标显示,大底已经到了? 如果没有最后一浪,怎么操作?
下一个帖子,我分析下。
Has the Bitcoin bear market ended? Or is there still one final leg down? A 10-year-proven MVRV indicator has the answer.
As shown in the chart below, the MVRV Z-Score—an indicator that has successfully identified bottoms across the last three major bear markets since 2014—suggests that $BTC may still have one final decline before reaching its cycle low.
The MVRV Z-Score measures how far Bitcoin's market value deviates from its realized value, normalized by historical volatility, to determine whether Bitcoin is overvalued or undervalued relative to its fair value.
When the market value is significantly above the realized value, it has historically signaled cycle tops (the red zone).
When the market value is significantly below the realized value, it has historically marked cycle bottoms (the green zone).
Other on-chain indicators, including NUPL and AVIV, also suggest that the market has not yet reached a major cycle bottom.
My ideal scenario is for $BTC to complete one final wave lower in the fourth quarter of this year, bottoming around $55K, before launching the next major bull market.
However, that final leg down would likely require a macro or market catalyst. In 2022, the last capitulation wave was triggered by the panic selling that followed the FTX collapse.
But what if the bottom is already in?
Are there indicators suggesting the cycle low has already been established? And if there is no final selloff, how should we position ourselves?
I'll break that down in my next post.
Most gamma tools sell you a GEX-by-strike number. I basically ignore it, and here's why.
Dollar gamma on a single strike is a moving target. It changes based on how close spot is to that strike, so the number explodes as you approach it and collapses as you drift away. Read it through the day and it's just reacting to price, and that lack of stability is hard to trade around.
What I actually look at is the net position size at each strike, in contracts. That's more stable intraday. It only changes when someone genuinely trades that strike, adds or closes. And I look at the net of calls and puts together, because once a market maker delta-hedges, a call and a put on the same strike are the same thing to them. It's all just gamma.
So a strike with 878 puts short and 282 calls long is a net 596 short, and that's the number that matters.
Then for the big question, is the street long or short gamma overall, I only trust the total aggregate. Per-strike GEX on just 0DTE can't answer that.
I prefer stable position data over a GEX number that noisy and distorted by spot swings.
VVIX + VIX Term Structure - The Ultimate Volatility Trading System
🧵 Combining VVIX levels with VIX term structure creates a 3-dimensional view of volatility
This system has 75%+ win rate on volatility trades
Here's the complete framework and how I use VVIX in addition to VIX analysis to evaluate what volatility regime the market is in👇