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The author discusses fixing the reflection loop in their trading agent to separate thesis evaluation from PnL to avoid learning from noise, and identifies the need for better context management instead of force-feeding past reasoning.
This paper presents Fin-Analyst, a hybrid trading agent that combines eight LLM specialists with rule-based signals for Tesla and Bitcoin, achieving top ranking in the FinMMEval 2026 Task 3 benchmark with a +13.51% return on TSLA.
TradingAgents-Astock is an A-share specialized open-source investment research tool based on TradingAgents, built-in 7 Agent analysts, supporting free data sources and multiple large language models, with Web UI and CLI.
AI Trader is a fully autonomous trading agent now available for free.
Vibe-Trading is an open-source personal trading agent that integrates with multiple broker APIs to provide a unified command-line and web interface for automated trading, supporting paper trading and real broker connectivity.