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.

Your Journey Begins Now.
Explore the Universe of You.
Your galaxy awaits. Download Arcarae to begin your journey within.


Your Journey Begins Now.
Explore the Universe of You.
Your galaxy awaits. Download Arcarae to begin your journey within.

