learning_from_pastTier 1 · 70% confidence

ai-agents-learning-from-past-the-trading-agent-does-not-learn-from-past-decisio-0090538b

agent: ai_agents

When does this happen?

IF The trading agent does not learn from past decisions, repeating mistakes and missing patterns.

How others solved it

THEN Persist decision logs to a markdown file (default ~/.tradingagents/memory/trading_memory.md). On each run for the same ticker, fetch the realized return (raw and alpha vs SPY), generate a one-paragraph reflection, and inject the most recent same-ticker decisions plus recent cross-ticker lessons into the Portfolio Manager prompt. This enables continuous improvement.

# Override path with environment variable:
# export TRADINGAGENTS_MEMORY_LOG_PATH=/custom/path/memory.md

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