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Mar 13 Trading Bot Performance and the Future of Algorithmic Deployment
This report provides a comprehensive analysis of the trading session that followed, dissecting the performance of these bots, the implications of their creation via AI, and the strategic roadmap for capital deployment starting the week of March 16.
Bryan Downing
2 days ago8 min read


Building Profitable AI Generated Trading Strategies with Python, Rithmic, and LLMs
The new frontier is "Vibe Coding"—the integration of Large Language Models (LLMs) into the core strategy development workflow, allowing traders to generate production-quality, executable Python strategies from natural language prompts in a matter of minutes.
Bryan Downing
3 days ago14 min read


The Future of Algorithmic Trading: AI "Vibe Coding," LLM Showdowns, and Surviving Extreme Market Volatility
Thanks to the rapid advancement of Artificial Intelligence (AI) and Large Language Models (LLMs), individual traders and boutique firms can now generate, test, and deploy sophisticated trading algorithms in a fraction of the time.
Bryan Downing
3 days ago7 min read


The Credibility Gap: Why Rithmic’s Lack of Shanghai Gold Access Matters in the Wake of CME Outages
CME Group, the world’s largest derivatives exchange, had suffered a significant outage, knocking out gold futures trading.
Bryan Downing
4 days ago16 min read


New Frontier Algorithmic Trading: When AI Meets Geopolitical Shocks
But what happens when a black-swan geopolitical event strikes, and the historical data is no longer sufficient to predict the future? What happens when artificial intelligence can synthesize breaking news and generate deployable trading code in seconds?
Bryan Downing
Mar 316 min read


Chaotic Analysis of Algorithmic Trading Performance During the Iran Conflict
On March 2, 2026, breaking news regarding an escalation in the Iran war sent shockwaves through global equities, commodities, and fixed-income markets. In response to this extreme volatility, a portfolio of 18 specialized algorithmic trading bots was deployed over an 8-hour window to navigate the chaos, capture alpha, and hedge against catastro
Bryan Downing
Mar 29 min read


How to Build a Python Event-Driven Trading Bot: The NVDA Earnings Momentum Strategy
I highly encourage you to subscribe to the Quantlabs Substack, as it is the fastest-growing platform I engage with, and it’s where I drop all my latest code, strategies, and market analysis first.
Bryan Downing
Feb 257 min read


15 High-Conviction Trading Strategies for 2026 The Ultimate Multi-Asset Guide
For traders and investors, this environment offers a rare window of opportunity—provided they know where to look.
Bryan Downing
Feb 129 min read


The Great Retail Pivot: Navigating the Commodity Super Cycle and the Death of Retail HFT
Date: January 27, 2026
Topic: Market Analysis, Algorithmic Trading Strategy, Commodities, Forex, and Crypto
Executive Summary
As we stand on January 27, 2026, the financial landscape has undergone a radical transformation. The strategies that defined the early 2020s are no longer sufficient. We are witnessing a convergence of extreme volatility, a historic commodity super cycle, and a fundamental shift in how retail traders must approach the markets to survive.
This report
Bryan Downing
Jan 2711 min read


Unstoppable Ascent: Gold and Silver Rally on Strong Global Market Sentiment
The timeless allure of a gold and silver rally has once again captured the global spotlight, as these precious metals embark on a remarkable rally, fueled by a potent cocktail of strong global market sentiment.
Bryan Downing
Nov 30, 202514 min read


Algo Edge: Harnessing Advanced AI and LLMs for Futures Strategy Generation and Validation on the ES Contract
his environment necessitates the adoption of advanced tools, specifically Large Language Models (LLMs) and specialized AI engines for algo edge, capable of not only crunching numbers but also generating novel, forward-tested trading strategies.
Bryan Downing
Oct 15, 202515 min read


Gamma Transmission Strategy Simulator: A Deep Dive into Options in Stock Market Microstructure and Momentum Flow
Gamma Transmission Strategy Simulator: A Deep Dive into Options Market Microstructure and Momentum Flow
Bryan Downing
Sep 30, 20259 min read


The Algorithmic Arms Race: An Insider's Guide to Surviving to Where the Stock Market is a Rigged
For the average retail investor, the stock market is often presented as a meritocracy of ideas—a grand arena where the best analysis and the most disciplined strategies win the day.
Bryan Downing
Sep 20, 202515 min read


Verified Trading Records
The answers offered were not a simple yes or no; they were a profound exploration of what credibility truly means in the trading world.
Bryan Downing
Aug 25, 20255 min read


A Definitive Guide to Spot vs. Futures Market and CME Contract Sizes
However, to operate effectively in this high-stakes environment, a trader must possess a deep and nuanced understanding of the instruments they wield. This begins with a foundational concept: the critical difference between spot and futures markets.
Bryan Downing
Jul 22, 202512 min read


Investment Challenge: A I Stocks to buy?
In a fascinating case study from mid-2025, a quantitative analyst unveiled a head-to-head comparison of three distinct portfolios, each generated by a powerful AI engine. What are the top A I stocks to buy? T
Bryan Downing
Jul 15, 20256 min read


The AI Portfolio Management Revolution: How Advanced LLMs are Next Generation For Market Alpha
In the ever-evolving landscape of financial markets, the quest for "alpha"—the elusive excess return on an investment above a benchmark...
Bryan Downing
Jul 4, 202512 min read


The Dawn of the AI Quant: Deconstructing a System that Generated 20% Overnight
Today, we stand at the precipice of a new revolution, one driven by (Artificial Intelligence) AI Quant that doesn't just execute pre-programmed commands but actively analyzes, strategizes, and even builds its own operational dashboards.
Bryan Downing
Jul 3, 202511 min read


What is strategy for stocks that are tanking right now
This article will deconstruct this quantitative strategy, examine the specific stocks it surfaces, and explore the underlying principles that aim to build a resilient, long-term portfolio. This you can use to know what is strategy for stocks that are tanking right now.
Bryan Downing
Jul 2, 20259 min read


Data Provider Disaster: A Financial Modeling Prep API Review & Alternatives
This article reviews one such experience with Financial Modeling Prep API (FMP), highlighting recent issues and offering alternative solutions for those seeking reliable financial data.
Bryan Downing
Jun 26, 20254 min read
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