Articles, videos and guides: published pages

Five AI models. 1,355 API calls. $42.17 in compute. Thirty portfolio variants tested. Two spreads in the approval queue. Tuesday at 9:30 ET, $25,000 of real money follows them into the market with a watchdog agent already on call.

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I saw agentic trading coming in 2023. Here's what I'm predicting next.

Austin Starks explains the shift from AI chatbots to autonomous trading research, why he predicts a five-year golden age, and his next bet on alternative data.

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AI Helped Me Write Over A Quarter Million Lines of Code. The Internet Has No Idea What’s About to Happen.

Updated 2026-10-11

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Nine days in and my AI increased my portfolio value by over $4,000. Then I panic sold.

The Public Portfolio Challenge is up 16.6% in nine days. Then I manually sold a winning NVDA spread, cost myself $1,209 in missed upside, fixed the audit path, and launched the first Backtest Corpus Explorer.

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AI Nuclear Fusion! Integrating a Prompt Management Platform into an AI-Powered Trading Platform

Updated 2026-10-11

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AI stocks did something weird last year and nobody is talking about it

Updated 2026-10-11

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Your AI trading bot will fail because it's optimizing the wrong thing. Here's how to fix it.

If you tell an AI agent to maximize backtest returns, it will succeed by overfitting to historical noise. Here's how to build traces, LLM judges, and evaluation loops that make agents actually improve.

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The Professional's Edge: Backtesting, Optimization & Deployment — Algorithmic Trading Fundamentals

A backtest is not proof a strategy works — it's a filter for strategies that obviously don't. Learn Sharpe ratio, Sortino, max drawdown, overfitting traps, and the 70/30 split that separates real edges from noise.

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Build Your First Algorithmic Trading Strategy — Algorithmic Trading Fundamentals

From idea to executable strategy in plain English. Learn the IStrategy pattern, walk through a real Mag7 rebalance strategy, and assemble your own with Aurora — no code required.

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Conditions and Actions: Turning Indicators into Trading Decisions — Algorithmic Trading Fundamentals

An indicator tells you what the market is doing. A condition tells your strategy when to act. Learn how to wire indicators into Boolean logic trees and connect them to buy, sell, and rebalance actions.

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Deployment: From Paper Trading to Going Live — Algorithmic Trading Fundamentals

The hardest part of algorithmic trading isn't building the strategy — it's deploying it with real money. Learn the paper trading framework, live trading toggle, and signs a strategy isn't ready to go live.

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Why Technical Analysis Alone Will Lose You Money — Algorithmic Trading Fundamentals

Technical indicators only show you what already happened. Here's how to layer fundamental data, economic signals, and alternative data to build a real informational edge.

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I Watched My Portfolio Crash From a Cornell Lecture Hall — Algorithmic Trading Fundamentals

Most traders lose because they act on emotion, not rules. Learn how algorithmic trading works — indicators, conditions, actions — and why automation changes everything.

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Algorithmic Stock Trading Was So 2023. It’s Time To AlgoTrade Crypto As Well.

Updated 2026-10-11

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Algorithmic Trading Does NOT Mean Day Trading! It Means Long-Term Investing Too.

Updated 2026-10-11

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An AI Agent created this trading strategy autonomously with one prompt. It’s up $3,430 in the past year

Updated 2026-10-11

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An ex-Jane Street trader told me the secret to AI trading. So I built it.

Updated 2026-10-11

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Anthropic Dominates OpenAI: A Side-by-Side Comparison of Claude 3.5 Sonnet and GPT-4o

Updated 2026-10-11

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Architecting an extensible, maintainable AI Chat Bot for your web application

Updated 2026-10-11

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Be Careful What You Wish For: The Perils of Over-Optimization

Updated 2026-10-11

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Best AI Voice Cloning in 2026: I tested eleven systems and ranked them blind

Eleven voice-cloning systems, including ten open-source systems, ranked blind with playable audio from every one. Fine-tuned Dots.TTS won overall and is Apache 2.0. MOSS-TTS v1.5 finished second. OmniVoice sounds closest to me and cannot be shipped: it collapses at phrase endings. The harder finding is that every model gives a different result on every run.

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Articles, videos and guides: published pages

Pages 1–50

💬 A Comprehensive Guide to Deploying ChatGPT for Zero-Cost Financial Analysis of Any Company 📈

I spent 18 months rebuilding my algorithmic trading in Rust. I’m filled with regret.

🌟 Introducing the AI Strategy Builder: Unleash the Power of AI in Trading 📈

📈 Join NexusTrade's Data-Driven Trading Community on Discord!

🥳 LAUNCH PARTY! 🥳 Releasing NexusTrade on Product Hunt

My Million Dollar SaaS Idea SUCKED! Here’s how I fixed it.

🎉 Real-time Trading with Alpaca is officially launched!

🎥 [Recording Ready] Deploy Your First Trading Strategy with a Single Click (54 mins)

Six Years Ago, this Redditor proposed “the Neckbeard Index”. It’s DEMOLISHING the Market

Stop wasting your time with backtests! Do this instead…

The step-by-step guide on outperforming the market

📌 Who's the Whiz Behind NexusTrade?

1400 days ago, I started building an algorithmic trading platform. Today, I executed my first real trade with it.

4 VERY SIMPLE tips to make the most out of NexusTrade's AI-Powered Chat

A 3-minute guide on staying in the loop in the stock market

A Case Study: Buy and Hold vs Dollar-Cost Averaging — Which is Better for the Medium-Term Horizon?

A Detailed Explanation of a Trading Strategy in NexusTrade

A Real World Experiment with ChatGPT-generated portfolios – An Update

A step-by-step guide on how to use Aurora to create novel trading strategies

A trading journal is not enough. You need a trading strategy.

An AI built this trade. An AI is watching it. Tuesday at 9:30 ET, $25,000 finds out if any of it works.

I saw agentic trading coming in 2023. Here's what I'm predicting next.

AI Helped Me Write Over A Quarter Million Lines of Code. The Internet Has No Idea What’s About to Happen.

Nine days in and my AI increased my portfolio value by over $4,000. Then I panic sold.

AI Nuclear Fusion! Integrating a Prompt Management Platform into an AI-Powered Trading Platform

AI stocks did something weird last year and nobody is talking about it

Your AI trading bot will fail because it's optimizing the wrong thing. Here's how to fix it.

The Professional's Edge: Backtesting, Optimization & Deployment — Algorithmic Trading Fundamentals

Build Your First Algorithmic Trading Strategy — Algorithmic Trading Fundamentals

Conditions and Actions: Turning Indicators into Trading Decisions — Algorithmic Trading Fundamentals

Deployment: From Paper Trading to Going Live — Algorithmic Trading Fundamentals

Why Technical Analysis Alone Will Lose You Money — Algorithmic Trading Fundamentals

I Watched My Portfolio Crash From a Cornell Lecture Hall — Algorithmic Trading Fundamentals

Algorithmic Stock Trading Was So 2023. It’s Time To AlgoTrade Crypto As Well.

Algorithmic Trading Does NOT Mean Day Trading! It Means Long-Term Investing Too.

An AI Agent created this trading strategy autonomously with one prompt. It’s up $3,430 in the past year

An ex-Jane Street trader told me the secret to AI trading. So I built it.

Anthropic Dominates OpenAI: A Side-by-Side Comparison of Claude 3.5 Sonnet and GPT-4o

Architecting an extensible, maintainable AI Chat Bot for your web application

Be Careful What You Wish For: The Perils of Over-Optimization

Best AI Voice Cloning in 2026: I tested eleven systems and ranked them blind

The Best and Worst Trading Indicators, Ranked Across 222,010 Backtests

Better than Dropshipping? Here’s how to make money from your couch in 2025 with no startup capital required

Building a Better Backtester

Building a lightning-fast highly-configurable Rust-based backtesting system

Building a Micro-SaaS From the Ground Up: Ideation

Can this Simple Trading Strategy Really 4x Your Returns? 🤔 Find out!

Celebrating the Launch of NexusTrade's Most Powerful Feature!

ChatGPT generated my algorithmic trading strategy. It beat the market.

ChatGPT identified 5 stocks that DESTROYED the market in 2024. Here is what it says for 2025.

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