Architecture Overview

NOUS

Self-Evolving Trading Agent

It watches itself think — then rewires how it thinks.

by Jingtao Wang

Perception

To act, first observe

Technical Analysis
Fundamentals
News
Social Signals
Earnings
Your Input
Cognition

From noise, conviction

Receive
Store
Evaluate
Synthesize
Decide
Awareness

What it holds

Memory

  • Thesis
  • Positions
  • Insights

Patterns

  • Tendencies
  • Biases
  • Habits

Attention

  • Tickers
  • Topics
  • Themes

Tasks

  • Monitors
  • Alerts
  • Triggers
Agency

It reasons. You choose.

Introspection

The mirror

Prediction Tracker

Records

  • What was said
  • When
  • Why
  • Confidence

Outcome Verifier

Compares

  • Predicted vs actual
  • P&L attribution

Bias Detector

Surfaces

  • Bottom fishing
  • FOMO
  • Confirmation bias

Belief Challenger

Seeks

  • Counter-evidence
  • External consensus
  • Unseen risk
Adaptation

Rewire

Each cycle alters not what it knows — but how it thinks, and how it understands you.

MemoryUpdated beliefs
PatternsBehavioral corrections
AttentionShifted focus
TasksNew watchpoints
Loop

The system that studies itself is the system that evolves.