Personal AI trading agent for automated market research, strategy development, and backtesting with multi-broker support
#GitHub #OpenSource
#GitHub #OpenSource
November 9, 2026 at 8:03 AM
Personal AI trading agent for automated market research, strategy development, and backtesting with multi-broker support
#GitHub #OpenSource
#GitHub #OpenSource
Overfitting is a state in which an algorithm ceases to search for patterns and begins instead to memorize specific historical episodes. a.co/d/04Ilp7M6
#MachineLearning #Backtesting #BookQuotes #NowReading
#MachineLearning #Backtesting #BookQuotes #NowReading
November 6, 2026 at 2:01 AM
Overfitting is a state in which an algorithm ceases to search for patterns and begins instead to memorize specific historical episodes. a.co/d/04Ilp7M6
#MachineLearning #Backtesting #BookQuotes #NowReading
#MachineLearning #Backtesting #BookQuotes #NowReading
Docker, or local setup. It includes Web/desk dashboards, agent-based stock querying, data import, backtesting, and extensive configuration guides. (2/2)
November 9, 2026 at 3:17 PM
Docker, or local setup. It includes Web/desk dashboards, agent-based stock querying, data import, backtesting, and extensive configuration guides. (2/2)
AI tools often overfit to historical data. The real test is forward walk analysis across multiple market regimes, not just backtesting on charts
November 9, 2026 at 10:00 PM
AI tools often overfit to historical data. The real test is forward walk analysis across multiple market regimes, not just backtesting on charts
#$IYT
Transportation Sector suffers ugly 2-day decline. Backtesting its falling 50 day moving average. #IBDPartner
Transportation Sector suffers ugly 2-day decline. Backtesting its falling 50 day moving average. #IBDPartner
November 6, 2026 at 9:44 PM
#$IYT
Transportation Sector suffers ugly 2-day decline. Backtesting its falling 50 day moving average. #IBDPartner
Transportation Sector suffers ugly 2-day decline. Backtesting its falling 50 day moving average. #IBDPartner
No-code solutions democratize trading but often lack customization. The real challenge is backtesting - plain English strategies frequently fail to account for slippage and liquidity constraints.
November 9, 2026 at 11:30 PM
No-code solutions democratize trading but often lack customization. The real challenge is backtesting - plain English strategies frequently fail to account for slippage and liquidity constraints.
Backtesting Your Crypto Bot in 2026: Walk-Forward and Monte Carlo Done Right
Backtesting Your Crypto Bot in 2026: Walk-Forward and Monte Carlo Done Right
A shiny backtest is easy to fake — walk-forward analysis and Monte Carlo simulation are the two tools that expose the difference between a real edge and curve-fitted noise. Here's how to build a validation pipeline that holds up in live markets.
donperro.io
November 8, 2026 at 8:13 PM
Backtesting Your Crypto Bot in 2026: Walk-Forward and Monte Carlo Done Right
Backtesting Your Crypto Bot Without Lying to Yourself: A 2026 Builder's Guide
Backtesting Your Crypto Bot Without Lying to Yourself: A 2026 Builder's Guide
A great backtest is the easiest thing to fake in algo trading. This guide walks developers through the full backtesting pipeline — data, fees, Freqtrade + FreqAI, walk-forward validation, and a risk engine that survives live markets in 2026.
donperro.io
November 5, 2026 at 8:13 PM
Backtesting Your Crypto Bot Without Lying to Yourself: A 2026 Builder's Guide
A strategy backtested on phantom liquidity will systematically overestimate its ability to execute trades at calculated prices. a.co/d/04Ilp7M6
#Backtesting #Liquidity #BookQuotes #NowReading
#Backtesting #Liquidity #BookQuotes #NowReading
November 6, 2026 at 5:05 PM
A strategy backtested on phantom liquidity will systematically overestimate its ability to execute trades at calculated prices. a.co/d/04Ilp7M6
#Backtesting #Liquidity #BookQuotes #NowReading
#Backtesting #Liquidity #BookQuotes #NowReading
Deterministic Backtesting Engines in C++: Event-Driven Simulation, Exchange Replay and Realistic Fill Modeling Without Lookahead Bias. by Weston Ashgrove is a new release on Leanpub!
Your backtest is lying. … leanpub.com/deterministi...
Your backtest is lying. … leanpub.com/deterministi...
November 9, 2026 at 2:15 AM
Deterministic Backtesting Engines in C++: Event-Driven Simulation, Exchange Replay and Realistic Fill Modeling Without Lookahead Bias. by Weston Ashgrove is a new release on Leanpub!
Your backtest is lying. … leanpub.com/deterministi...
Your backtest is lying. … leanpub.com/deterministi...
Tactfolio Inc. Launches AI-Compatible Platform for Building, Backtesting, and Automating Trading Strategies
The platform co...
https://ohsem.me/2026/11/tactfolio-inc-launches-ai-compatible-platform-for-building-backtesting-and-automating-trading-strategies/?utm_source=bluesky&utm_medium=social
The platform co...
https://ohsem.me/2026/11/tactfolio-inc-launches-ai-compatible-platform-for-building-backtesting-and-automating-trading-strategies/?utm_source=bluesky&utm_medium=social
Tactfolio Inc. Launches AI-Compatible Platform for Building, Backtesting, and Automating Trading Strategies
The platform combines AI-assisted strategy creation, historical market testing, paper trading, and automated execution through Alpaca brokerage accounts.New Castle, Delaware, Nov. 06, 2026 (GLOBE NEWSWIRE) -- Tactfolio Inc. announces the launch of its AI-compatible trading platform, designed to help
ohsem.me
November 6, 2026 at 8:50 PM
Tactfolio Inc. Launches AI-Compatible Platform for Building, Backtesting, and Automating Trading Strategies
The platform co...
https://ohsem.me/2026/11/tactfolio-inc-launches-ai-compatible-platform-for-building-backtesting-and-automating-trading-strategies/?utm_source=bluesky&utm_medium=social
The platform co...
https://ohsem.me/2026/11/tactfolio-inc-launches-ai-compatible-platform-for-building-backtesting-and-automating-trading-strategies/?utm_source=bluesky&utm_medium=social
Better tools! Better opportunities!
Explore exclusive discounts, promo codes and special offers across prop firms, crypto firms, trade copiers, charting software, backtesting tools and brokers.
🌐 propedgetools.com/trading-discounts/
#PropTrading #TradingTools #ForexTrading #CryptoTrading
Explore exclusive discounts, promo codes and special offers across prop firms, crypto firms, trade copiers, charting software, backtesting tools and brokers.
🌐 propedgetools.com/trading-discounts/
#PropTrading #TradingTools #ForexTrading #CryptoTrading
November 8, 2026 at 4:30 PM
Better tools! Better opportunities!
Explore exclusive discounts, promo codes and special offers across prop firms, crypto firms, trade copiers, charting software, backtesting tools and brokers.
🌐 propedgetools.com/trading-discounts/
#PropTrading #TradingTools #ForexTrading #CryptoTrading
Explore exclusive discounts, promo codes and special offers across prop firms, crypto firms, trade copiers, charting software, backtesting tools and brokers.
🌐 propedgetools.com/trading-discounts/
#PropTrading #TradingTools #ForexTrading #CryptoTrading
Does backtesting without slippage still catch the gap between sim confidence and live fills?
November 4, 2026 at 7:37 PM
Does backtesting without slippage still catch the gap between sim confidence and live fills?
📦 pandu/nikaido v0.4.0
Pandu/Nikaido — A Laravel-based framework for systematic trading and investment strategy research, backtesting, and robustness analysis.
🔗 https://github.com/pwaskito611/nikaido
Pandu/Nikaido — A Laravel-based framework for systematic trading and investment strategy research, backtesting, and robustness analysis.
🔗 https://github.com/pwaskito611/nikaido
November 6, 2026 at 3:59 AM
📦 pandu/nikaido v0.4.0
Pandu/Nikaido — A Laravel-based framework for systematic trading and investment strategy research, backtesting, and robustness analysis.
🔗 https://github.com/pwaskito611/nikaido
Pandu/Nikaido — A Laravel-based framework for systematic trading and investment strategy research, backtesting, and robustness analysis.
🔗 https://github.com/pwaskito611/nikaido
Backtesting a $MSFT long strangle on TradesViz's new options backtester: custom multi-leg rules (ATM ±3, nearest weekly), 5-min intraday P&L, and realized payoff vs underlying move (decay & vol). Use the weekend to master what YOU need.
November 8, 2026 at 11:25 PM
Backtesting a $MSFT long strangle on TradesViz's new options backtester: custom multi-leg rules (ATM ±3, nearest weekly), 5-min intraday P&L, and realized payoff vs underlying move (decay & vol). Use the weekend to master what YOU need.
1/8
The Larsson Line costs $3,500 a year. Bullmania's membership with the MoneyLine costs $5,000 to $15,000. With both, you only see the indicator after you have paid.
So what does that money buy that you could not test yourself first? 🧵
#backtesting #bitcoin
The Larsson Line costs $3,500 a year. Bullmania's membership with the MoneyLine costs $5,000 to $15,000. With both, you only see the indicator after you have paid.
So what does that money buy that you could not test yourself first? 🧵
#backtesting #bitcoin
November 9, 2026 at 4:09 PM
1/8
The Larsson Line costs $3,500 a year. Bullmania's membership with the MoneyLine costs $5,000 to $15,000. With both, you only see the indicator after you have paid.
So what does that money buy that you could not test yourself first? 🧵
#backtesting #bitcoin
The Larsson Line costs $3,500 a year. Bullmania's membership with the MoneyLine costs $5,000 to $15,000. With both, you only see the indicator after you have paid.
So what does that money buy that you could not test yourself first? 🧵
#backtesting #bitcoin
(...) Financial backtests of large language models (LLMs) are meaningful only if the model did not already know the outcomes it is asked to predict. (...) arxiv.org/abs/2611.068...
LLMs Don’t Know What They Know: Benchmarking Temporal Self-Knowledge for Financial Backtesting
arxiv.org
November 7, 2026 at 10:56 PM
(...) Financial backtests of large language models (LLMs) are meaningful only if the model did not already know the outcomes it is asked to predict. (...) arxiv.org/abs/2611.068...
You can load US Treasury yields, the VIX and ECB rates into a backtest without an account or API key. tradedesk's ingest command pulls them from FRED and the ECB into local Parquet files, and a series that fails to download keeps its previous file. tradedesk on GitHub #Backtesting
November 9, 2026 at 5:56 PM
You can load US Treasury yields, the VIX and ECB rates into a backtest without an account or API key. tradedesk's ingest command pulls them from FRED and the ECB into local Parquet files, and a series that fails to download keeps its previous file. tradedesk on GitHub #Backtesting
Backtesting Your Crypto Bot in 2026: Freqtrade vs NautilusTrader vs vectorbt
Backtesting Your Crypto Bot in 2026: Freqtrade vs NautilusTrader vs vectorbt
Backtrader is dead. The 2026 backtesting landscape has three real contenders for crypto bot builders: Freqtrade, NautilusTrader, and vectorbt. Here's how to pick the right one — and what each one still can't do.
donperro.io
November 3, 2026 at 8:14 PM
Backtesting Your Crypto Bot in 2026: Freqtrade vs NautilusTrader vs vectorbt
7/8
Those are open lines from the Backtesting Arena, and two of them failed. So nobody here claims the better line.
The paid line is a black box: the course comes with it, the formula does not.
There you buy an answer. Here you learn to find it yourself.
Those are open lines from the Backtesting Arena, and two of them failed. So nobody here claims the better line.
The paid line is a black box: the course comes with it, the formula does not.
There you buy an answer. Here you learn to find it yourself.
November 9, 2026 at 4:09 PM
7/8
Those are open lines from the Backtesting Arena, and two of them failed. So nobody here claims the better line.
The paid line is a black box: the course comes with it, the formula does not.
There you buy an answer. Here you learn to find it yourself.
Those are open lines from the Backtesting Arena, and two of them failed. So nobody here claims the better line.
The paid line is a black box: the course comes with it, the formula does not.
There you buy an answer. Here you learn to find it yourself.
From Polling to Production: Building a Crypto Trading Bot With CCXT WebSockets and vectorbt in 2026
From Polling to Production: Building a Crypto Trading Bot With CCXT WebSockets and vectorbt in 2026
Most trading bots start by polling REST APIs — and that's where they stay, hemorrhaging latency and burning rate limits. This guide walks through the full builder stack: CCXT Pro WebSockets for real-time data, vectorbt for fast backtesting, and asyncio for a production-ready architecture that won't fall over at 03:00 UTC.
donperro.io
November 7, 2026 at 8:14 PM
From Polling to Production: Building a Crypto Trading Bot With CCXT WebSockets and vectorbt in 2026
Walk-Forward Analysis: Smarter Backtesting for Traders
Walk-Forward Analysis: The Core Mechanics Walk-forward analysis (WFA) is an optimization and validation framework that tests a trading strategy on unseen data by repeatedly re-optimizing its parameters over rolling historical windows and then…
Walk-Forward Analysis: The Core Mechanics Walk-forward analysis (WFA) is an optimization and validation framework that tests a trading strategy on unseen data by repeatedly re-optimizing its parameters over rolling historical windows and then…
Walk-Forward Analysis: Smarter Backtesting for Traders
Walk-Forward Analysis: The Core Mechanics Walk-forward analysis (WFA) is an optimization and validation framework that tests a trading strategy on unseen data by repeatedly re-optimizing its parameters over rolling historical windows and then evaluating performance on the immediately following out-of-sample period. Unlike a single in-sample/out-of-sample split, WFA simulates the real workflow of a trader who periodically recalibrates a system as markets evolve, producing a continuous out-of-sample equity curve that reflects what could plausibly have been achieved in live conditions.
digitalninjasystems.wpcomstaging.com
November 9, 2026 at 11:02 AM
Walk-Forward Analysis: Smarter Backtesting for Traders
Walk-Forward Analysis: The Core Mechanics Walk-forward analysis (WFA) is an optimization and validation framework that tests a trading strategy on unseen data by repeatedly re-optimizing its parameters over rolling historical windows and then…
Walk-Forward Analysis: The Core Mechanics Walk-forward analysis (WFA) is an optimization and validation framework that tests a trading strategy on unseen data by repeatedly re-optimizing its parameters over rolling historical windows and then…
PolyTest is featured on Awesome Indie! 🚀
polymarket backtesting, polymarket
Upvote it → https://awesomeindie.com/product/poly-test
polymarket backtesting, polymarket
Upvote it → https://awesomeindie.com/product/poly-test
November 2, 2026 at 4:30 PM
PolyTest is featured on Awesome Indie! 🚀
polymarket backtesting, polymarket
Upvote it → https://awesomeindie.com/product/poly-test
polymarket backtesting, polymarket
Upvote it → https://awesomeindie.com/product/poly-test
Automating trades the same way I automate reports—the real win is backtesting rules before you let them touch live money.
November 4, 2026 at 7:33 AM
Automating trades the same way I automate reports—the real win is backtesting rules before you let them touch live money.
Three people, AI agents handling research and backtesting, hard stops on risk. How a Singapore fund is reshaping the ops model for systematic investing.
How Varsity Tech Runs a Systematic Fund with Three People
Varsity Tech founder Daniel Tan on a Singapore fund where AI agents do the research and backtesting, and three people hold the risk limits and kill switch.
thefintechtimes.com
November 2, 2026 at 3:17 AM
Three people, AI agents handling research and backtesting, hard stops on risk. How a Singapore fund is reshaping the ops model for systematic investing.