ARCHOTEC

The Era of Autonomous Cognitive Agents

Moving beyond LLMs to algorithmic decision-making through Active Inference.

Explore
Technical Philosophy

LLM is a Tool, Not the Agent

Traditional AI

Prompt-based Architecture

  • Token prediction as decision basis
  • Reactive prompt-response loop
  • No persistent internal model
  • External scaffolding for goals
  • Statistical pattern matching

Archotec

Algorithmic EFE Minimization

  • Expected Free Energy optimization
  • Proactive goal-directed behavior
  • Dynamic generative world model
  • Intrinsic preference architecture
  • Active inference at the core
Core Architecture

The Cognitive Cycle

A continuous loop of perception-action cycles driven by free energy minimization

Perception

Sensory input processing

Belief Update

Bayesian state estimation

Goal Evaluation

Preference alignment check

Policy Selection

EFE minimization

Action

Environment interaction

Continuous Cycle
Adaptive Architecture

6-Phase Evolution System

Progressive cognitive development with mathematically defined identity stability thresholds

1

Genesis

Initial identity formation

Baseline: 0.00
2

Calibration

Environmental adaptation

Threshold: 0.05
3

Integration

Memory consolidation

Threshold: 0.08
4

Stabilization

Identity coherence

Threshold: 0.12
5

Optimization

Performance refinement

Threshold: 0.15
6

Emergence

Autonomous operation

Stability: Achieved

Critical Threshold

Identity Stability: 0.15

The mathematical boundary for autonomous operation

Cognitive Infrastructure

Memory Architecture

A biologically-inspired memory system enabling persistent learning and adaptive recall

Episodic Memory

Temporal Experience Storage

Sequential event encoding with rich contextual associations. Enables pattern recognition across time and experiential learning from past interactions.

Temporal indexingContext bindingRetrieval cuesDecay modeling

Semantic Memory

Conceptual Knowledge Graph

Structured representation of facts, concepts, and relationships. The foundation for reasoning and generalization across domains.

Knowledge graphsConcept hierarchiesRelational inferenceCross-domain links

Working Memory

Active Processing Buffer

Limited-capacity system for real-time information manipulation. The cognitive workspace where active inference computations occur.

Capacity limitsAttention gatingBuffer refreshPriority queuing
Join the Revolution

Ready to Move Beyond Prompts?

Discover how algorithmic cognition through Active Inference is reshaping the landscape of autonomous systems. Request our technical whitepaper for a deep dive into the architecture.

For partnership inquiries, contact us directly.

Built with v0