hedron.analytics

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hedron.analytics

hedron.analytics

@jomessing_ai

Founder @ Hedron Analytics Systematic Macro & Cross-Asset Research AI-Driven Signal Architecture Turning Data into Decision Intelligence

Europe เข้าร่วม Kasım 2025
147 กำลังติดตาม24 ผู้ติดตาม
ทวีตที่ปักหมุด
hedron.analytics
hedron.analytics@jomessing_ai·
Starting my journey with Hedron Analytics - building a system that unifies global market data, predictive models and AI-driven intelligence The goal: Make markets more transparent, more predictable and smarter. More soon. #AI #FinTech #DataScience #MachineLearning
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hedron.analytics
hedron.analytics@jomessing_ai·
Impressive work. open sourcing quant infrastructure is always valuable. The real challenge, though, isn’t building a factor engine or plugging in an LLM. It’s governance, data lineage, regime adaptation, and institutional-grade risk orchestration. Curious how you handle walk-forward validation and model drift in production.
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Quant Science
Quant Science@quantscience_·
Some guy made a quant trading system that uses AI, real-time data processing, and risk management. Then open sourced it for free in Python. Here it is:
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hedron.analytics
hedron.analytics@jomessing_ai·
Algorithmic trading isn’t about indicators. It’s about regime detection. Markets move in liquidity waves. Volatility clusters. Correlations shift. Hedron translates macro structure into signal architecture. Data → Structure → Signal → Execution. #Hedron #MacroIntelligence #QuantFinance
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hedron.analytics
hedron.analytics@jomessing_ai·
@quantscience_ I’d add one more layer: Market structure & behavioral dynamics. Statistics and programming build the model. Liquidity regimes and human psychology break it. The real edge often sits at that intersection.
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Quant Science
Quant Science@quantscience_·
Algorithmic trading is the intersection of: Technical skills: • Statistics • Mathematics • Programming Critical thinking skills: • Strategy Ideas • Research • Data analysis Want help? 👉 Register here: learn.quantscience.io/become-a-pro-q…
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hedron.analytics
hedron.analytics@jomessing_ai·
@KobeissiLetter Volatility doesn’t come from data. It comes from positioning vs expectations. With PCE + Fed Minutes in the same week, the real move will be in bonds first. Liquidity decides.
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The Kobeissi Letter
The Kobeissi Letter@KobeissiLetter·
Key Events This Week: 1. Presidents' Day, US Markets Closed - Monday 2. December Durable Goods Orders data - Wednesday 3. Fed Meeting Minutes - Wednesday 4. December PCE Inflation data - Friday 5. Total of 10 Fed speaker events this week 6. ~15% of S&P 500 companies report earnings Expect more volatility this week.
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hedron.analytics
hedron.analytics@jomessing_ai·
18 29 5 15 44 Write down 👇
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hedron.analytics
hedron.analytics@jomessing_ai·
"Gold is money. Everything else is credit" Who said that??? 👇
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Quant Science
Quant Science@quantscience_·
What is your next step? (To do this for real) If you want to become an algorithmic trader in 2026, then I'd like to help. This is how: 👇
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Quant Science
Quant Science@quantscience_·
"You can teach a physicist finance but you cannot teach a finance person physics." - Jim Simons
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hedron.analytics
hedron.analytics@jomessing_ai·
@codek_tv Complex exponentials turn motion into symmetry. That’s why engineering, signal processing and finance all rely on them.
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hedron.analytics
hedron.analytics@jomessing_ai·
@LynAldenContact Trust is the ultimate coordination mechanism. Markets, currencies and institutions are simply expressions of collective belief. When truth erodes, risk premiums rise.
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Lyn Alden
Lyn Alden@LynAldenContact·
Cultures have many differing views of morality, but all around the world and for thousands of years, being truthful is arguably the most common one. A culture cannot long persist on falsities. On open lying. This cycle ends only when truth becomes principal currency again.
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hedron.analytics
hedron.analytics@jomessing_ai·
@biancoresearch @Cato_184_CENSOR The correlation makes sense in a liquidity-driven regime. If rates stabilize and growth expectations recover, the linkage persists. If financial conditions tighten further, beta compresses across the board.
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Jim Bianco
Jim Bianco@biancoresearch·
@Cato_184_CENSOR The same chart is above, going back to April 30th, 2020, the end of the COVID recession. Yes, all correlations end eventually. Why will this one end now? And if software stocks were to recover, do you want it to end now?
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hedron.analytics
hedron.analytics@jomessing_ai·
@elonmusk Most people reason in terms of P(B|A), but markets (and reality) demand thinking in terms of P(A|B). Updating priors is not optional - it's the essence of rationality.
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Elon Musk
Elon Musk@elonmusk·
Think in probabilities
Math Files@Math_files

Bayes’ theorem is probably the single most important thing any rational person can learn. So many of our debates and disagreements that we shout about are because we don’t understand Bayes’ theorem or how human rationality often works. Bayes’ theorem is named after the 18th-century Thomas Bayes, and essentially it’s a formula that asks: when you are presented with all of the evidence for something, how much should you believe it? Bayes’ theorem teaches us that our beliefs are not fixed; they are probabilities. Our beliefs change as we weigh new evidence against our assumptions, or our priors. In other words, we all carry certain ideas about how the world works, and new evidence can challenge them. For example, somebody might believe that smoking is safe, that stress causes mouth ulcers, or that human activity is unrelated to climate change. These are their priors, their starting points. They can be formed by our culture, our biases, or even incomplete information. Now imagine a new study comes along that challenges one of your priors. A single study might not carry enough weight to overturn your existing beliefs. But as studies accumulate, eventually the scales may tip. At some point, your prior will become less and less plausible. Bayes’ theorem argues that being rational is not about black and white. It’s not even about true or false. It’s about what is most reasonable based on the best available evidence. But for this to work, we need to be presented with as much high-quality data as possible. Without evidence—without belief-forming data—we are left only with our priors and biases. And those aren’t all that rational.

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hedron.analytics
hedron.analytics@jomessing_ai·
@Math_files Most people reason in terms of P(B|A), but markets (and reality) demand thinking in terms of P(A|B). Updating priors is not optional - it's the essence of rationality.
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Math Files
Math Files@Math_files·
Bayes’ theorem is probably the single most important thing any rational person can learn. So many of our debates and disagreements that we shout about are because we don’t understand Bayes’ theorem or how human rationality often works. Bayes’ theorem is named after the 18th-century Thomas Bayes, and essentially it’s a formula that asks: when you are presented with all of the evidence for something, how much should you believe it? Bayes’ theorem teaches us that our beliefs are not fixed; they are probabilities. Our beliefs change as we weigh new evidence against our assumptions, or our priors. In other words, we all carry certain ideas about how the world works, and new evidence can challenge them. For example, somebody might believe that smoking is safe, that stress causes mouth ulcers, or that human activity is unrelated to climate change. These are their priors, their starting points. They can be formed by our culture, our biases, or even incomplete information. Now imagine a new study comes along that challenges one of your priors. A single study might not carry enough weight to overturn your existing beliefs. But as studies accumulate, eventually the scales may tip. At some point, your prior will become less and less plausible. Bayes’ theorem argues that being rational is not about black and white. It’s not even about true or false. It’s about what is most reasonable based on the best available evidence. But for this to work, we need to be presented with as much high-quality data as possible. Without evidence—without belief-forming data—we are left only with our priors and biases. And those aren’t all that rational.
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hedron.analytics
hedron.analytics@jomessing_ai·
Margin increases by the CME Group are primarily a risk-management tool in periods of elevated volatility and position concentration. They raise the likelihood of forced deleveraging and short-term volatility, but do not, by themselves, imply systemic failure or an imminent market crash. What matters most is how markets and cross-asset correlations respond after the adjustment, not the announcement itself.
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NoLimit
NoLimit@NoLimitGains·
🚨 TOMORROW WILL BE INSANE CME margin hikes are coming, for the second time in three days. THEY ARE DESPERATE. Starting Feb 2 (tomorrow), maintenance costs are going to skyrocket. Check these insanity levels: – Gold: +33% – Silver: +36% – Platinum: +25% – Palladium: +14% Don't let them fool you. this isn't about managing volatility. This screams that a major player is blowing up and they’re scrambling to protect the clearing firms. The flush we saw on friday wasn't selling, it was a forced liquidation bloodbath. Get ready. Btw, I think a huge market crash is coming in the next few months. When I officially exit the market, I’ll say it here publicly. Alot of people will regret not following me sooner.
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hedron.analytics
hedron.analytics@jomessing_ai·
Commodities are moving - but not for just one reason. Gold and Silver are reacting to a mix of forces right now: macro stress, liquidity dynamics, positioning, and narrative shifts. Some see pure inflation hedging. Others see a confidence signal. In reality, markets rarely move for a single reason. Historically, extreme narratives tend to coexist with fragile positioning. That’s often when liquidity matters more than conviction - at least short term. The interesting question isn’t where prices go next, but which forces dominate the next phase. Curious how others are reading these signals.
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hedron.analytics
hedron.analytics@jomessing_ai·
@RayDalio Well said. The surprise usually isn’t that systems fail - it’s when the underlying pressures finally outweigh the stabilizers. Cycles don’t announce turning points. They reveal them in hindsight.
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Ray Dalio
Ray Dalio@RayDalio·
Almost everyone is surprised by what's happening because they don't understand how the Big Cycle driven by the 5-Big Forces have worked through history and are working now. The important thing is that you understand this.
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hedron.analytics
hedron.analytics@jomessing_ai·
@NoLimitGains Interesting signals, especially the stress narrative. That said, extreme positioning and “no alternative” stories often come with violent counter-moves. Gold works well as a hedge - but liquidity events tend to matter more in the short run than conviction.
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NoLimit
NoLimit@NoLimitGains·
🚨 THIS IS VERY VERY BAD – Gold $5,097 – Silver $109.81 The charts aren't just up… THEY’RE GOING CRAZY. The markets are no longer pricing in a recession… They’re pricing in a total collapse of trust in the US Dollar. Here is exactly what happens next: When the two oldest forms of money on Earth move like this simultaneously, it’s a clear sign that something has broken. Silver is up nearly 7% in a single session, violently catching up to Gold. People aren't buying metals because they want to… they’re buying because they’re terrified of holding anything else. And here’s where things get even crazier… The price you see on your screen isn’t even the real price. It’s the price people are willing to pay for paper promises, without ever touching the physical thing itself. In China, good luck buying one ounce of physical silver for less than $134 per ounce. And Japan? You’re gonna pay $139 minimum. This is a premium we’ve never seen before. As stock futures begin to bleed out, big funds will be FORCED to sell their Gold & Silver just to cover their losses in Tech and AI. Don’t be fooled tho, metals won’t crash, it’s a forced liquidation before WE GO EVEN HIGHER. The Federal Reserve is officially trapped. If they cut rates to save the crashing stock market, Gold hits $6,000 instantly as inflation spirals. If they hold rates to save the Dollar, the housing and equity markets collapse. There’s no good scenario… The next few days will be absolutely insane. I’ll keep you updated on everything so don’t worry. Remember, i called every top and bottom of the last 10 years, and i’ll call my next move publicly as always. A lot of people will wish they followed me earlier.
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hedron.analytics
hedron.analytics@jomessing_ai·
Markets don’t move in isolation. • Gold reflects uncertainty. • Silver lags industrial conviction. • Oil prices supply constraints. • Natural Gas signals volatility stress. Different assets. One underlying message: systemic tightening.
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hedron.analytics
hedron.analytics@jomessing_ai·
@biancoresearch Yields don’t break things randomly. They expose duration mismatches and leverage that were already there.
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Jim Bianco
Jim Bianco@biancoresearch·
The old bond market adage is that yields will keep rising until something breaks. In 2022/23, rising U.S. yields "broke" several banks by March 2023 (Silicon Valley Bank). Japanese yields are now at a 27-year high and going vertical. When does something "break" in Japan?
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hedron.analytics
hedron.analytics@jomessing_ai·
@BitcoinMagazine This wasn’t a “Bitcoin move”. It was leverage unwinding. Price just did the bookkeeping.
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Bitcoin Magazine
Bitcoin Magazine@BitcoinMagazine·
JUST IN: Bitcoin falls to $92,715 🤯 HODL!
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