Two complementary forms of intelligence
AI expands the observable field. Humans challenge the frame, recognize regime change, and decide what deserves belief.
ABOUT DUOTOPO
Two kinds of intelligence.
One evolving decision topology.
DuoTopo is a Human–AI market decision system and Investment Agent evaluation platform. We connect machine-scale analysis with experienced human judgment, then test both against the evidence that real markets produce.
Human judgmentAI analysisPoint-in-time evidenceContinuous validation
The name
Duo describes the partnership. Topo describes the structure.
The relationships matter more than isolated signals
A decision is a topology of context, evidence, attention, price, risk, time horizon, and intervention—not a single model output.
What we build
A system that preserves how decisions are actually made
Market Decision System
Capture the real information environment, system proposal, human intervention, final opening-side decision, and later validation.
Investment Agent Evaluation
Test research quality, market-context understanding, triggers, risk, and judgment using dynamic real-market cases.
Living Evidence Library
Turn representative decisions, misses, overrides, and confirmed errors into reusable cases with high learning value.
What we believe
The objective is not to remove the human. It is to make both sides better.
AI can scan more broadly, compare more consistently, and preserve more evidence. Human experience can detect when the frame is wrong, when a weak signal deserves elevation, and when the decision horizon should change. The edge appears in the correction between them.
Human judgment×AI analysisBetter decisions
Preserve the moment
Keep the actual capture time and exclude future information.
Make intervention visible
Record where the human confirms, rejects, recalls, or upgrades the system view.
Validate without rewriting
Use Close, T+1, and T+2 to test the original call, never to reconstruct it.
Keep uncertainty honest
Missing evidence remains missing. We do not invent data or market opinions.
What DuoTopo is not
Not a black-box signal seller. Not a returns showcase.
We do not reduce market judgment to a single score, present pre-market snapshots as live data, or use later price action to manufacture an earlier thesis. Returns are evidence, not the product story.
Bring a real decision problem
Apply for an Investment Agent evaluation or explore a focused Human–AI research collaboration.