RESEARCH ARCHIVE

RESEARCH ARCHIVE

Discover, don't apply. First principles over borrowed knowledge.

Discover, don't apply. First principles over borrowed knowledge.

Discover, don't apply. First principles over borrowed knowledge.

We build knowledge from the ground up to create autonomous systems that adapt, endure, and improve.

We build knowledge from the ground up to create autonomous systems that adapt, endure, and improve.

Researchers working in a lab environment representing first-principles research and autonomous systems.

RESEARCH TEAMS

Market Microstructure

Order Flow, Iiquidity dynamics, price formation mechanics. Understanding how markets actually work at the tick level.

Researchers monitoring market data dashboards representing market structure and liquidity analysis.

Learning Systems

Metacognitive architectures, prediction error streams, curiosity-driven exploration. How machines learn to learn.

Research workspace with diagrams and glowing screens representing machine learning architecture.

Causal Inference

Separating correlation from causation. Climbing the causal ladder to understand interventional effects.

Researcher writing on a board in a lab environment representing causal reasoning and analysis.

Safety & Alignment

Regime detection, self-healing protocols, adversarial robustness. Ensuring autonomous systems remain safe.

Security operations room with orange-lit monitors representing autonomous system safety and alignment.

Market Microstructure

Order Flow, Iiquidity dynamics, price formation mechanics. Understanding how markets actually work at the tick level.

Researchers monitoring market data dashboards representing market structure and liquidity analysis.

Learning Systems

Metacognitive architectures, prediction error streams, curiosity-driven exploration. How machines learn to learn.

Research workspace with diagrams and glowing screens representing machine learning architecture.

Causal Inference

Separating correlation from causation. Climbing the causal ladder to understand interventional effects.

Researcher writing on a board in a lab environment representing causal reasoning and analysis.

Safety & Alignment

Regime detection, self-healing protocols, adversarial robustness. Ensuring autonomous systems remain safe.

Security operations room with orange-lit monitors representing autonomous system safety and alignment.

Market Microstructure

Order Flow, Iiquidity dynamics, price formation mechanics. Understanding how markets actually work at the tick level.

Researchers monitoring market data dashboards representing market structure and liquidity analysis.

Learning Systems

Metacognitive architectures, prediction error streams, curiosity-driven exploration. How machines learn to learn.

Research workspace with diagrams and glowing screens representing machine learning architecture.

Causal Inference

Separating correlation from causation. Climbing the causal ladder to understand interventional effects.

Researcher writing on a board in a lab environment representing causal reasoning and analysis.

Safety & Alignment

Regime detection, self-healing protocols, adversarial robustness. Ensuring autonomous systems remain safe.

Security operations room with orange-lit monitors representing autonomous system safety and alignment.

PUBLICATIONS

Regime Indexed Recall: Beyond Time-Based Decay

2026-03-15

Market Microstructure

Regime Indexed Recall: Beyond Time-Based Decay

2026-03-15

Market Microstructure

Regime Indexed Recall: Beyond Time-Based Decay

2026-03-15

Market Microstructure

Experiment 2 Analysis: 12 Validated from 888 Strategies

2026-02-01

Learning Systems

Experiment 2 Analysis: 12 Validated from 888 Strategies

2026-02-01

Learning Systems

Experiment 2 Analysis: 12 Validated from 888 Strategies

2026-02-01

Learning Systems

The Reducibility Detector: When to Stop Learning

2026-01-05

Causal Inference

The Reducibility Detector: When to Stop Learning

2026-01-05

Causal Inference

The Reducibility Detector: When to Stop Learning

2026-01-05

Causal Inference

Knowledge vs Experience in Autonomous Decision Systems

2025-11-20

Learning Systems

Knowledge vs Experience in Autonomous Decision Systems

2025-11-20

Learning Systems

Knowledge vs Experience in Autonomous Decision Systems

2025-11-20

Learning Systems

Self-Healing Architectures for Market Machines

2025-09-15

Safety & Alignment

Self-Healing Architectures for Market Machines

2025-09-15

Safety & Alignment

Self-Healing Architectures for Market Machines

2025-09-15

Safety & Alignment

Hub-and-Spoke Convergence Under Regime Change

2025-07-10

Market Microstructure

Hub-and-Spoke Convergence Under Regime Change

2025-07-10

Market Microstructure

Hub-and-Spoke Convergence Under Regime Change

2025-07-10

Market Microstructure

Causal Ledger: Tracking Interventional Claims

2025-06-05

Causal Inference

Causal Ledger: Tracking Interventional Claims

2025-06-05

Causal Inference

Causal Ledger: Tracking Interventional Claims

2025-06-05

Causal Inference

Experiment 1 Review: Regime-Blind Strategy Limitations

2025-04-28

Safety & Alignment

Experiment 1 Review: Regime-Blind Strategy Limitations

2025-04-28

Safety & Alignment

Experiment 1 Review: Regime-Blind Strategy Limitations

2025-04-28

Safety & Alignment

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Technology licensed by Otonomii Ltd (BVI).
Services operated by Otonomii Inc. (New York, NY).

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Autonomous Intelligence For The Next Era of Finance
Logo

2026 © Otonomii LTD. All rights reserved.
Technology licensed by Otonomii Ltd (BVI). Services operated by Otonomii Inc. (New York, NY).

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