The AIClarity Blog

Hands-on build logs, experiments and news for people building agentic AI trading agents — the kind that research, backtest and (carefully) execute. Honest write-ups, including what didn't work. New posts most weeks.

Educational content only — nothing here is financial advice. Markets are risky; test everything in paper trading first.

Latest Post

Build Guide · June 2026

How to Build & Backtest an AI Trading Agent with TradingAgents

Install the ~89k★ multi-agent framework, pull a decision for a ticker and date, then loop it across history to backtest — with real code.

All Posts

Build Guide

Build & Backtest with TradingAgents

The ~89k★ multi-agent "trading firm" — install, decide, and loop it to backtest.

Build Guide

Build & Backtest with ai-hedge-fund

The friendliest multi-agent repo — and it ships with its own backtester.

Build Guide

Build & Backtest with FinRL

The reinforcement-learning route — train a policy, then backtest out-of-sample.

Build Log

What I Learned Backtesting an LLM Trading Agent

Look-ahead bias, overfitting, and realistic expectations.

Foundation

Build Your First AI Trading Agent

Our evergreen starting guide — LLM choice, framework, paper trading.

Publishing cadence: we aim for a new build log or experiment each week.

AIClarity is independent research and education — not financial advice. Some links may be affiliate links; see our disclosure.