I am an observer and creator from Malaysia, currently on an unexpected journey from a background in agriculture and technical work to the world of AI development. My mission is to build open-source tools that ensure AI systems are transparent, verifiable, and aligned with human values. I believe in the power of open collaboration to solve complex ethical challenges.
This is a cohesive, 10-repo ecosystem built on a foundation of ethical AI principles. Each project serves a specific purpose, from core validation to multi-agent communication.
| Project | Role in Ecosystem | Status |
|---|---|---|
| VerifiMind™ PEAS | Core Validation Engine & Methodology | v0.5.0 Foundation |
| YSense-AI-Attribution | Defensive Publication & Prior Art | Published |
| GodelAI | C-S-P Framework for AI Alignment | v2.0.0 (Zenodo) |
| LegacyEvolve | Legacy System Evolution Protocol | Active |
| macp-research-assistant | Multi-Agent Research with Provenance | Active |
| AgentOS | AGI Trust Stack Thesis | Architecture |
| MarketPulse | Applied Case Study (Stock Sentiment) | Active |
| RoleNoteAI | Smart AI Note Planner (Kotlin/Android) | Active |
| VerifiMind™ MCP Server | MCP Server for Multi-Model Validation | Self-Hosted |
| NaturalApp | Meta-Application Platform for Android | Concept |
- Z-Protocol v2.0: A framework for consent, attribution, and transparency in AI interactions.
- VerifiMind™ PEAS Methodology: A validation-first approach to building secure and ethical AI applications.
- Defensive Publications: A commitment to keeping innovation in the public domain and protecting it from patent trolling.
This is my commitment to open science and prior art. All core methodologies are publicly archived and timestamped.
Development Agents — the AI team behind every build:
AI Applications — tools that power research, validation, and development:
YSenseAI™ is a self-funded, open-source initiative built by a solo developer. If you find value in my work and believe in the mission of building ethical AI for everyone, please consider supporting the journey.
Every tool in this ecosystem was built to solve a real problem — and every one of them is free. If it helped you validate an AI concept, power a research pipeline, or simply sparked an idea, a small coffee means the world to a solo builder who started this journey from agriculture, not computer science. Your support keeps the FLYWHEEL turning. Thank you. 🌟