Professional Summary
Senior Systems & AI Agent Engineer with 6+ years of professional experience spanning AI agent orchestration, telecom Business Support Systems (BSS), cloud integration, and autonomous quality engineering. Proven expertise in building production-ready multi-agent swarms (LangGraph, MCP), enterprise hybrid RAG platforms, and self-healing test automation frameworks. Master’s degree in Software Engineering with a strong track record of merging deep learning research with production-grade system design.
Technical Skills & Expertise
AI Agents & Orchestration
RAG & Vector Search
Frontend Development
Software Engineering & Cloud
Testing & Security
Professional Experience
AI Agent & Evaluation Engineer
- ▹Multi-Agent Swarm Architecture: Designed and built Project Chimera (Automaton Auditor), a Fan-Out / Fan-In LangGraph swarm replacing single-prompt LLM chains with parallel AST detective nodes and a deterministic Python Chief Justice node enforcing fact supremacy over LLM outputs.
- ▹Autonomous AI QA Swarm Engine: Architected an end-to-end self-healing QA testing framework using Playwright and MCP tools. Implemented real-time DOM selector fallbacks (CSS → ARIA → Text → XPath) and a secondary LangGraph repair loop that auto-patches broken test specs from stack traces.
- ▹Multi-DB MCP Routing Engine: Built DataAgentBench (The Oracle Forge), injecting a 3-layer context engine (schemas, domain rules, memory logs) to route natural language queries dynamically across PostgreSQL, MongoDB, SQLite, and DuckDB via MCP.
- ▹Enterprise RAG Engineering: Built the Doc Refinery Platform (DRP) for Safaricom BSS documentation—featuring heading-aware chunking, hybrid BM25 + dense vector retrieval fused via Reciprocal Rank Fusion (RRF), and post-synthesis lexical grounding to eliminate hallucinations.
- ▹Cost-Gated Document Pipelines: Developed a 5-stage document intelligence refinery with confidence-gated switches, cascading digital/scanned PDFs from free text parsers to Vision LLMs only when confidence metrics drop below 0.85.
Lead Software Quality Assurance Engineer
- ▹Led end-to-end QA, performance, and automation strategies across telecom Business Support Systems (BSS), CRM, Case Management, and billing platforms.
- ▹Architected scalable automated testing suites integrated into CI/CD pipelines, driving high release stability across critical enterprise systems.
- ▹Oversaw API validation, integration compliance, and cloud-native service reliability.
Exploit Researcher
- ▹Conducted vulnerability research, penetration testing, and security auditing using tools like Burp Suite and Metasploit to strengthen national software infrastructure.
Digital Channels Officer
- ▹Managed operational support, security compliance, and testing for digital banking channels and core banking services.
Awards & Innovations
1st Place Winner — Cursor AI Hackathon Ethiopia
July 2026Co-developed TENAx, an Amharic-speaking, voice-first chronic care management platform for patients with diabetes and hypertension featuring spoken AI coaching and 90-day clinical summaries.
MSc. Research — Proactive Crop Disease Prediction
Implemented a Bi-Directional LSTM (Bi-LSTM) model forecasting ginger bacterial wilt prior to infection using NASA microclimate data, achieving 96.08% accuracy and 97.7% precision.
Agricultural Sensory Grid (ASG)
Full-stack MEAN platform integrating real-time regional weather mapping, soil pH machine-learning crop recommendations, and national yield estimation.
Education & Certifications
MSc in Software Engineering
Thesis: Proactive Plant Disease Prediction Using Deep Neural Networks & Microclimate Analytics