┌─────────────────────────────────────────────────────────────┐
│ Building things that matter — from Mbeya, Tanzania. │
│ I don't build projects. I build products. │
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Mbeya University of Science and Technology (MUST) · Class of 2028
Two production-grade systems. Both live. Both real.
AgroLink Tanzania — Agricultural Marketplace
Connecting Tanzanian smallholder farmers directly to buyers. Eliminating the middleman. Built to ship.
Stack: Flask · PostgreSQL · Supabase · Gemini Vision AI · OpenWeatherMap · Render
| Feature | Details |
|---|---|
| AI Crop Disease Diagnosis | Photo upload → Gemini Vision diagnosis (Daktari wa Zao) |
| Price Prediction Engine | 25 regions × 25 crops with seasonal & regional multipliers |
| AgroBot Chatbot | Kiswahili-first farming assistant · 200+ keyword coverage |
| Security Layer | SQL injection defense · rate limiting · session management · seller verification |
| Anti-Fraud System | Seller rating · buyer reporting · account suspension |
Kiswahili-first UI · Targeting East & Central Africa regional expansion
SentinAI — DevOps Self-Healing Infrastructure Tool · Live
AI-powered incident detection, patch generation and autonomous remediation. The kind of thing enterprise teams pay for.
Stack: FastAPI · React · TypeScript · Docker · Anthropic Claude API · GitHub Actions · Render
| Feature | Details |
|---|---|
| Autonomous Remediation | Incident detection → patch generation → sandbox execution pipeline |
| AST Semantic Validation | Patch validated at AST level before touching production |
| Prompt Injection Defense | 6 pattern categories blocked · SmartStub offline fallback |
| Observability | Real-time charts · Prometheus metrics · immutable JSONL audit log |
| Test Coverage | 686 tests · CI green · Docker Hub: ebencodex/sentinai:latest |
Phase 6 active: AWS integration · SaaS monetization · Product Hunt launch prep
Languages Python · JavaScript · TypeScript · C · HTML5 · CSS3
Backend FastAPI · Flask · PostgreSQL · REST APIs · SQLAlchemy · Supabase
Frontend React · Tailwind CSS · Responsive Design · Glassmorphism UI
DevOps Docker · Git · GitHub Actions · CI/CD · Render · Linux Mint 22.3 XFCE
Security Threat Detection · AST Patch Validation · SQL Injection Defense · Rate Limiting
Prompt Injection Defense · Endpoint Security · Network Defense
AI/ML Anthropic Claude API · Gemini Vision AI · Prompt Engineering · SmartStub LLM
Testing Pytest · 686+ test suite · CI pipelines
Tools VS Code · GitHub CLI · Cisco Packet Tracer · Tauri (Desktop Apps)
| Certification | Issuer | Date | Verify |
|---|---|---|---|
| Responsive Web Design (v9) | freeCodeCamp · ~300 hrs | March 2026 | Verify ↗ |
| Programming with JavaScript | Meta · Coursera | May 2026 | Verify ↗ |
| Network Defense | Cisco · Credly | March 2026 | Verify ↗ |
| Cyber Threat Management | Cisco · Credly | 2025 | Verify ↗ |
| Introduction to Cybersecurity | Cisco · Credly | 2025 | Verify ↗ |
| Endpoint Security | Cisco Networking Academy | Feb 2026 | Verify ↗ |
Meta Front-End Developer Path (Coursera)
[████████████████████░░░░░] ~80% complete
✓ Responsive Web Design (freeCodeCamp · March 2026)
✓ Programming with JavaScript (Meta · May 2026)
→ Version Control (in progress · ~75%)
○ HTML & CSS in Depth
○ React Basics
Security Track (Cisco Networking Academy)
[████████████████████████░] ~95% complete
✓ Introduction to Cybersecurity (2025)
✓ Endpoint Security (Feb 2026)
✓ Cyber Threat Management (2025)
✓ Network Defense (March 2026)
→ Introduction to Networks (in progress)
| OS | Linux Mint 22.3 XFCE |
| Editor | VS Code |
| Daily Stack | Git · Docker · Python venv · GitHub CLI · Rust/Cargo |
| Hardware | Intel Pentium 3825U · 4GB RAM — shipping production code anyway |
| Philosophy | Ship real things. Understand every line. No shortcuts. |
"Security is a continuous process of logical verification."
First-year student. Production-grade output. That's the standard.
