Multi-agent committee scoring blends outputs from several independent models to generate a single conviction score that helps traders weigh conflicting signals more objectively. Instead of relying on one indicator or scanner result, the approach aggregates diverse perspectives such as momentum readings, volume patterns, and sentiment data into a unified probability-like output. This reduces noise and improves decision quality when screening for swing trading setups or timing entries and exits.
MarketXED runs its committee in the background so users see a clean composite score alongside Yahoo-driven scanners and universe filters. The system continuously learns through an isotonic calibration loop that maps raw model outputs to historically accurate probabilities, keeping the committee honest over time. Traders can quickly filter for high-conviction names while respecting PDT and cash-account limits, all within the 9:30 to 4 PM ET SMS alert window.
Because the method is purely educational and never offers specific trade recommendations, it serves as a decision-support layer rather than a black-box signal. Users combine the committee score with their own risk-based playbooks, Wyckoff phase observations on charts, and real-time X Twitter sentiment VADER readings for a more complete picture before acting.