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A user reports on giving Julius AI $1K on Robinhood to manage a portfolio, noting that despite providing tools, the AI still requires extensive context. The AI made one trade (AMD).
The author builds a stripped-down three-agent version of a 50-agent AI portfolio system described in a BlackRock paper, using Claude. The system produces a surprising regime analysis and adversarial critique that leads to a real portfolio adjustment.
FPILOT is a plugin inference-time optimization framework for RL trading agents that leverages price forecasts without retraining, yielding consistent improvements in returns and risk-adjusted metrics on the TradeMaster DJ30 benchmark.