KLEP (Key-Lock-Executable-Process) is a groundbreaking AI framework that utilizes symbolic AI for dynamic decision-making. It integrates keys, locks, executables, and processes to foster ethical, modular, and transparent AI applications, offering a novel approach for developers and researchers in AI and cognitive science.

A new way to interact with AI.

Local Agent Personal Artificial Intelligence, a special chatbot engine script, That can run on device entirely offline and Make tiny chatbot regular AI powerful, in short, it can grows personal over time, a lightweight yet powerful for building personal, adaptive AI.

Advanced AI architecture integrating multi-modal reasoning, dynamic token optimization, and self-reflective learning loops. Designed for high efficiency, deep contextual understanding, and adaptive general intelligence across vision, language, and logic tasks—pushing beyond conventional transformer limits.

Introspective Behavioral Compiler System

Main page of organization

🤖 AdaptiveMind: Local-first multi-agent AI orchestration framework. Intelligent routing, adaptive context management, MCP integration. 608 commits of production-ready multi-agent intelligence.

🦎 Adaptive AI Discord bot with sentient conversations, dynamic personalities & enterprise security. Experience the evolution of community intelligence exclusively on discord.gg/polymath

For students onboarding / walkthrough exercises.

I want to put AI in the kernel/driver space to do something extraodinary

A guide for contributor

SAI — Self Adaptive Intelligence: modular cognitive framework that restructures thinking with commands, roles, and scenarios.

Academics. Credibility

Project: Amazing GRACE infrastructure (Test-section)

A system that helps driver to reduce stress, improve performance and protection.

Testing simulation in AIC on Jupyter Notebook/Colab.

can collaborate with adaptive AI engine

A guideline book for the community

The solution for running AIC through other devices/OS.