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.

RESEARCH TEAMS

Market Microstructure

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

Learning Systems

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

Causal Inference

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

Safety & Alignment

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

Market Microstructure

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

Learning Systems

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

Causal Inference

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

Safety & Alignment

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

Market Microstructure

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

Learning Systems

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

Causal Inference

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

Safety & Alignment

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

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 Survivors from 888 Strategies

2026-02-01

Learning Systems

Experiment 2 Analysis: 12 Survivors from 888 Strategies

2026-02-01

Learning Systems

Experiment 2 Analysis: 12 Survivors 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 Post-Mortem: Why 990 Strategies Failed

2025-04-28

Safety & Alignment

Experiment 1 Post-Mortem: Why 990 Strategies Failed

2025-04-28

Safety & Alignment

Experiment 1 Post-Mortem: Why 990 Strategies Failed

2025-04-28

Safety & Alignment

Autonomous Intelligence For The Next Era of Finance
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2026 © Otonomii LTD. All rights reserved.

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Autonomous Intelligence For The Next Era of Finance
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2026 © Otonomii LTD. All rights reserved.

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