Connecting MetaTrader 5 to Your Own Backend: 4 Architectures Compared
Sooner or later every serious MetaTrader project hits the same wall: the logic you need doesn't fit inside one Expert Advisor. You want a risk engin…
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How to Backtest a Polymarket Trading Bot
A reliable Polymarket backtest must reconstruct the market conditions your strategy could actually have traded under—not simply replay historical pr…
Solving Adverse Selection in Automated Market Making via Deterministic MCP Tools
In high-frequency liquidity provision, specifically within decentralized prediction markets like Polymarket, the difference between a profitable str…
Polymarket Protocol Versions: V1, V2, V3 and What Trading Bots Need to Know
Polymarket version numbers are getting harder to talk about casually. You can see: V1 V2 V3 PolyV2 and assume there is one protocol that simply move…
Jev trading bots: I checked 19 projects for real results
Is anyone making money trading with Jev? Not that I could find. I read every public Jev project in finance I could locate, 19 of them, in the week o…
A decorrelated bot that loses money is just a diversified way to lose money
I added trend-following bots to my fleet to decorrelate it. The correlation matrix said it worked. The P&L said it didn't. Here's the number tha…
Building a Stock Token Arbitrage Bot on Robinhood Chain with TypeScript
A practical architecture for reference pricing, multiplier normalization, executable spreads, risk controls, execution, and reconciliation. Arbitrag…
LaunchTower Factor Model Report — 2026-09-14 (81 US large-caps)
LaunchTower — Factor Model Research Report Report date: 2026-09-14 · Data as of: 2026-09-11 (last close) · Universe: 81 US large/mid-cap equities Di…
Why 90% of Candlestick Patterns Fail: Building an Institutional AI Confluence Scanner in Python
If you have ever attempted to build an algorithmic trading bot in Python, you have almost certainly walked this exact path: You install TA-Lib (afte…
How To Building a Polymarket TWAP-Aware Trading Engine
Building a Polymarket TWAP-Aware Trading Engine A trading engine can predict the underlying asset correctly and still lose the trade. That sounds ob…
How I Built My First Crypto Trading Bot — A Neo's Journey into the Matrix
The Quest Begins (The "Why") Honestly, I was tired of staring at candlestick charts at 2 a.m., coffee gone cold, wishing I had a tiny robot that cou…
Inside a Crypto Trading Bot: What Actually Happens Between Market Data and an Order
A cryptocurrency trading bot looks deceptively simple from the outside. There is a market, there is some trading logic, and eventually an order gets…
Polymarket Bot Order-Book Imbalance: How to Detect Real Market Pressure
Order-book imbalance looks simple. Count the bids. Count the asks. Compare them. If bids are much larger than asks, the market looks bullish. If ask…
Local LLM Speed by GPU Generation, and Our Production's Daily Token Volume
Model names, serving configs, and full prefill/decode measurements included In my last post (new tab) I talked about switching to the RTX 5090. This…
Polymarket Trading Bot Setup: Practical 2026 Guide
Learn Polymarket Trading Bot Setup with Python, CLOB V2, authentication, WebSockets, execution, testing, security, and monitoring. Introduction A se…
Polymarket Paper Trading Bot: Build One in Python
Polymarket Paper Trading Bot: Build One in Python A real-money trading bot is the wrong place to discover that your signal logic, order-book handlin…
Polymarket Trading Bot Position Sizing: A Practical Guide
Polymarket Trading Bot Position Sizing A profitable signal is not enough. A Polymarket trading bot also needs to decide how much capital to risk. Po…
Polymarket Slippage: How to Control It in Trading Bots
Slippage can quietly destroy a profitable Polymarket trading strategy. Your signal may correctly identify a YES token as undervalued, but that does…
"[Jul 27-29] A Silent Crash, a Missing Record, and 27 Hours of Signal Silence"
Three days spent chasing incidents where "nothing happened" rather than "money went out wrong" — a silent Monday-morning crash, a performance-record…
Finding the One: Moving Averages and RSI Indicators – A Neo’s Guide
The Quest Begins (The “Why”) Honestly, I was staring at a candlestick chart at 2 a.m., coffee gone cold, wondering why my “gut feeling” trades kept…
Building a Trading Bot Is Easy. Building a Testable Trading System Is Hard.
When building a Polymarket bot, the first version can be surprisingly small: market data ↓ strategy ↓ order That's enough to demonstrate an idea. It…
Implied vs Realized Volatility: Reading the Gap
Implied vs Realized Volatility: Reading the Gap By Shakti Tiwari · Educational only · Not investment advice This article explains implied vs realize…
ML Feature Store Versioning: Reproducible Quants
ML Feature Store Versioning: Reproducible Quants By Shakti Tiwari · Educational only · Not investment advice This article explains ml feature store…
Volatility Surface Basics: Term Structure Explained
Volatility Surface Basics: Term Structure Explained By Shakti Tiwari · Educational only · Not investment advice This article explains volatility sur…
Theta Harvesting: Collecting Decay Without Getting Burned
Theta Harvesting: Collecting Decay Without Getting Burned By Shakti Tiwari · Educational only · Not investment advice This article explains theta ha…
Exchange API integration: connecting a trading system without losing orders
Cross-post. Original: stellarbytecapital.com/blog/exchange-api-integration Every trading system eventually meets an exchange API, and that's where c…
How to Build a Stock Market Trading Bot in Python: Channeling Your Inner Neo
The Quest Begins (The "Why") Honestly, I was tired of staring at candlestick charts while my coffee went cold. I kept thinking, “What if I could aut…
StratCraft and the Physics of Quant: Keeping the Render Layer Away from the Core
This is Part 3 of a 3-part series. Part 1: Your Brain Is a Rendering Engine. So Is Every LLM. explored why LLMs and human brains invite the same ren…
Backtest vs live trading: why they must share one code path
Cross-post. Original: stellarbytecapital.com/blog/backtest-live-trading-same-code-path Almost every quant has shipped a strategy that looked brillia…
Exploring coinglass-php: The Ultimate SDK for Coinglass API v4 in PHP and Laravel
Building cryptocurrency analytics dashboards, liquidation trackers, or monitoring funding rate arbitrage often requires reliable access to high-qual…