Building computational models of intuition and higher-order cognition

We translate the invisible mechanics of thought into empirical architecture. Through deep introspection and rigorous science, we're modeling the foundations of cognition itself.

  • Cognitive AI Architectures

  • Higher-order Cognitition

  • Intuition

  • Subjective Reality

  • Meta-cognition

  • Principles of Intelligence

  • Introspection

  • Cognitive Science

  • Artificial Intelligence

  • Internal World Models

  • Theory of Mind

  • Nature of Reality

  • Perception

  • Attention

  • Cognitive AI Architectures

  • Higher-order Cognitition

  • Intuition

  • Subjective Reality

  • Meta-cognition

  • Principles of Intelligence

  • Introspection

  • Cognitive Science

  • Artificial Intelligence

  • Internal World Models

  • Theory of Mind

  • Nature of Reality

  • Perception

  • Attention

  • Cognitive AI Architectures

  • Higher-order Cognitition

  • Intuition

  • Subjective Reality

  • Meta-cognition

  • Principles of Intelligence

  • Introspection

  • Cognitive Science

  • Artificial Intelligence

  • Internal World Models

  • Theory of Mind

  • Nature of Reality

  • Perception

  • Attention

Recent Research

MIRROR

Just as humans process complex thoughts via internal dialogue, MIRROR creates a parallel cognitive architecture for large language models. It achieves up to 156% & 21% average improvement in safety-critical scenarios where baseline SOTA LLMs fails.

MIRROR directly addresses three critical AI failures: sycophancy, attention deficits, and inconsistent prioritization

Key Contributions

MIRROR decreases sycophancy in LLMs

Up to 156%
Improvement

Scenario-Specific

+21% Avg.
Improvement

vs. baselines

Tested & Validated

7 SOTA Models

Read the full paper on Arxiv.

MIRROR operates like the human mind: the Thinker coordinates reasoning threads across Goals, Reasoning, and Memory, while maintaining a coherent internal narrative. The Talker then transforms this integrated understanding into contextual responses.

Recent Research

MIRROR

Just as humans process complex thoughts via internal dialogue, MIRROR creates a parallel cognitive architecture for large language models. It achieves up to 156% & 21% average improvement in safety-critical scenarios where baseline SOTA LLMs fails.

MIRROR directly addresses three critical AI failures: sycophancy, attention deficits, and inconsistent prioritization

Key Contributions

MIRROR decreases sycophancy in LLMs

Up to 156%
Improvement

Scenario-Specific

+21% Avg.
Improvement

vs. baselines

Tested & Validated

7 SOTA Models

Read the full paper on Arxiv.

MIRROR operates like the human mind: the Thinker coordinates reasoning threads across Goals, Reasoning, and Memory, while maintaining a coherent internal narrative. The Talker then transforms this integrated understanding into contextual responses.

Recent Research

MIRROR

Just as humans process complex thoughts via internal dialogue, MIRROR creates a parallel cognitive architecture for large language models. It achieves up to 156% & 21% average improvement in safety-critical scenarios where baseline SOTA LLMs fails.

MIRROR directly addresses three critical AI failures: sycophancy, attention deficits, and inconsistent prioritization

Key Contributions

MIRROR decreases sycophancy in LLMs

Up to 156%
Improvement

Scenario-Specific

+21% Avg.
Improvement

vs. baselines

Tested & Validated

7 SOTA Models

Read the full paper on Arxiv.

MIRROR operates like the human mind: the Thinker coordinates reasoning threads across Goals, Reasoning, and Memory, while maintaining a coherent internal narrative. The Talker then transforms this integrated understanding into contextual responses.

Your Journey Begins Now.

Explore the Universe of You.

Your galaxy awaits. Download Arcarae to begin your journey within.

Arcarae awaits

Your Journey Begins Now.

Explore the Universe of You.

Your galaxy awaits. Download Arcarae to begin your journey within.

Arcarae awaits

Your Journey Begins Now.

Explore the Universe of You.

Your galaxy awaits. Download Arcarae to begin your journey within.

Arcarae awaits