Aperture
"Next-Gen Predictive Engine"
Multi-Agent AI Core
Record and Search
Persistent Memories
Agents build a persistent knowledge base from observations and research.
Deep Research
with Agent Threads
Delegate parallel tasks to specialized agents for comprehensive analysis.
Swarm Consesus
for Critical Decisions
Agents challenge, refine, and merge hypotheses to reach consensus.
Auto Improve from
Reasoning Traces
Continuously learn from historical outcomes and future projections.
Curated Data Sources
US Bonds, US Stocks, Gold, Crypto
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News, Prices, Events, Earnings, Filings
Economy, Labor, Growth Signals
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FED, BEA, BLS,
FRED, OECD
Congress, Insiders, Government
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Disclosed Trades, Contract Filings, Gov. Decisions
Institutional Positions & Orderflow
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Large Scale Positions, Real-Time Orderbook Tracking
Customized To You
Ahead-of-Day Plans
Get a full predictive brief before premarket opens.
Weekly/Monthly Scenarios
Forward insights into your personal research areas.
Causal Reasoning
Predictions with clear, explainable causal links and forward analysis.
Scenario Trees
Short, intermediate, & long term outlook with branching predictions.
Micro & Macro Signals
Realtime agent analysis of micro and macro signals as they happen.
Delivered via our:
AI Terminal • Rest API • Telegram Agent
[ Interactive Prototype Embed ]
Our Latest Research Insights
Projecting Market Shifts with Swarm Debates
How our agents argue to find the most probable outcome.
Causal Reasoning in Economic Data
Moving beyond correlation to understand true market drivers.
The 'Aperture' Memory Core
Building persistent, searchable knowledge for AI agents.
Real-time Anomaly Detection
Spotting the signals that human analysts miss.
Core Architecture
Agent Swarm Intelligence
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memory
Integrated Memory: Each agent records its own hypotheses and observations.
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forum
Swarm Debates: Agents communicate and challenge each other to refine conclusions.
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model_training
Continuous Learning: Agents use reinforcement learning to continuously improve into future.
Fundamental Analysis
Aggregates real-time economical indicators and news events across the globe.
Technical Analysis
Combines news flow with technical analysis on real-time market price streams.