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.