Where AI and humanity connect
TRUST BEGINS
Neurons connect through synapses to create thought
SCL connects your process to create clarity.
How AI for Humans Is Different
FOR HUMAN
"AI is not a tool, but a partner"
AI should expand human potential
and serve as a safety net against mistakes.
Untrustworthy intelligence is not intelligence.
FORHU sets the standard for human-centered AI.
Honest Engineering
"If even AI doesn't know why it gave that answer?"
Traditional black-box AI cannot explain itself.
SCL separates and records every step of reasoning.
Transparent thinking.
That's where trust begins.
Hallucination Governance
"The right to err, the duty not to repeat"
Hallucinations can't be eliminated.
But they can be prevented from happening twice.
SCL records mistakes, and immediately verifies and corrects them.
AI has the right to make mistakes. But never the right to repeat them.
Structured Cognitive Loop
The Brain Behind SCL
Click on each brain region to explore its role in intelligent reasoning
SCL Component
Judgment
Role
Thinking & Problem Solving
Function
Core reasoning, evaluation, and decision-making. Conducts inference, logical processing, and multi-step problem solving.
Explore the Cognitive Roles of the Structured Cognitive Loop.
Marvin Minsky's Model
Reasoning
Definition
Deliberative Layer / Problem-Solving Agents
Role in Cognition
A set of higher-level reasoning agents responsible for planning, analyzing situations, and generating solutions. These agents combine knowledge, strategies, and heuristics to perform deliberate, structured, step-by-step thinking.
SCL Component Model
Judgment Module (LLM)
Acts as the primary reasoning engine that defines problems, runs internal simulations, evaluates possibilities, and generates structured solutions.
Recent Publications in
Cognitive Architecture
Peer-reviewed research and preprints exploring cognitive systems, artificial intelligence architecture, and the intersection of philosophy and computational theory.
Executable Epistemology
The Structured Cognitive Loop as an Architecture of Intentional Understanding
Structured Cognitive Loop
Behavioral Intelligence in Large Language Model Agents
Emergent Cognitive Convergence
Implementation and Four Theories of Mind
Hallucination-Informed Intelligence
The Limits of Lossless Abstraction in Large Language Models
Hallucination as Byproduct
An Inevitable Property of Intelligence in Large Language Models
Understanding Architecture
Fundamental Principles of Cognitive and AI System Design
The People and Philosophy
Behind FORHU
"FORHU stands for FOR HUMAN—because our mission begins and ends with humanity."
FORHU is not just a company name. It is a declaration: technology must serve people, not the other way around.
Mission & Vision
We envision AI that extends human capability while safeguarding human dignity.
Philosophy
Structured Cognitive Loop (SCL) as the foundation for trustworthy, human-centered intelligence.
Team
Builders and thinkers who turn this vision into reality.
Get in Touch
Have questions or want to collaborate? Reach out to us directly at:
aiforhu@gmail.comIn an age where AI cannot be trusted,FORHU has given AI the structure of thought.Now, AI thinks, remembers, and corrects itself.
See the evolution of intelligence for yourself
Stop doubting AI
Meet structured intelligence: SCL
Download the Whitepaper for Free
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