AI Systems Engineer | Quantum-Inspired Intelligence Researcher | Founder of Ethco Coders
GitHub • TikTok • Ethco Coders
📍 Debre Berhan University, Ethiopia
I don't build artificial prediction—I engineer artificial cognition.
Four Core Pillars:
- 🔬 First-principles reasoning over statistical approximation
- 🧬 Generative memory over static datasets
- ⚛️ Physics-based inference over pattern matching
- 🔢 Mathematical simulation over neural scaling
"Intelligence is a verb. It must be enacted, not stored."
Every line of code is written to reveal, not obscure.
| Domain | Approach | Principle |
|---|---|---|
| 🧠 AI Architecture | Cognitive orchestration | Modular, inspectable subsystems with explicit state transitions |
| 🔤 Language Models | From-scratch training | Custom tokenizers, attention variants, loss landscapes |
| 💾 Memory Systems | Generative reconstruction | Store recipes, not artifacts; reconstruct on demand |
| 📚 Retrieval | Structured RAG++ | Deterministic, conflict-aware, explainable synthesis |
| 🤔 Reasoning | Mathematical universes | Data as axioms, computation as theorem proving |
| 🔍 Inference | Causal physics | Model hidden causes through conservation laws |
| 🔧 Integration | OS-level intelligence | AI as system service, not application layer |
Advanced artificial intelligence engines with multi-branch development
| Project | Language | Status | Key Features |
|---|---|---|---|
| ai-engin-v2 | Python | Latest v6 | Multi-branch architecture (main, v4, v5, v6) |
| ai-engin | Python | Active | 5 experimental branches |
Branches: elite-mode, q-elite, v3-hybrid-enhancer
Quantum-inspired cognitive systems with deterministic reasoning
| Project | Language | Purpose | Status |
|---|---|---|---|
| quantumpro | Python | Quantum-inspired intelligence | 3 active branches |
| paradox-controller | TypeScript | System orchestration | Orchestration layer |
| afanparadox | Python | Paradox inference engine | Active inference |
Retrieval-augmented generation with conflict-aware knowledge synthesis
| Project | Language | Focus | Status |
|---|---|---|---|
| hasab-ai | Python | Intelligent computation | ✨ Latest (May 2026) |
| parag | Python | Structured RAG++ | Active development |
Foundation layers for intelligent system development
| Project | Language | Implementation | Status |
|---|---|---|---|
| paraframework | Python | Cognitive framework | Latest |
| paraos | C | Operating system layer | Active |
45+ Active Projects across multiple domains:
- Web & Full-Stack: TypeScript, JavaScript, Java, Kotlin
- AI & ML Research: Python (custom architectures, transformers, RAG)
- Enterprise Systems: PHP, Java, cloud infrastructure
- Learning Platforms: e-learning systems, curriculum design
- Trading Systems: Forex AI engines with specialized training
- Applications: Desktop, mobile (Expo), CLI tools
📍 View full portfolio: ethcocoder repositories
- ✅ Explicit state reasoning with symbolic grounding
- ✅ Generative memory as creative substrate
- ✅ Latent arithmetic for future simulation
- ✅ Emotion-weighted feedback loops for adaptive learning
- ✅ Physical law modeling for anomaly detection
- ✅ Multi-branch experimentation for parallel innovation
- ✅ Conflict-aware synthesis with deterministic resolution
- ✅ Quantum-inspired optimization for complex problems
AI/ML: Custom neural architectures, transformer variants, RAG systems, quantum computing
Languages: Python, TypeScript, Java, Kotlin, C, PHP, JavaScript
Paradigms: Explainable AI, causal inference, cognitive architectures, symbolic reasoning
Tools: GPU acceleration, distributed systems, DSL design, memory optimization
Each project embodies core principles:
- 🔍 Abstraction with Transparency — No black boxes, every layer is inspectable
- 🧩 Modular Cognition — Components work independently AND together
- 📈 Observable Intelligence — Every decision is traceable and explainable
- 📐 Mathematical Rigor — Built on first principles, not statistical approximations
- 🔄 Evolving Excellence — Continuous improvement through multi-branch development
All projects are open-source and actively maintained. I'm open to:
- Collaborative research on cognitive architectures
- Enterprise AI integration projects
- Advanced ML system design
- Framework contributions
📧 Get in Touch: GitHub | TikTok
Built with obsession for clarity. Engineered for impact.
Last Updated: May 2026 | Active Projects: 45+ | Elite Branches: 20+