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11Hermit/README.md

Hello, I'm Ashtone Onyango πŸ‘‹

Typing SVG

πŸ’« About Me

Full Stack AI Engineer with 6+ years building intelligent applications that leverage AI, ML, and modern web technologies. I architect and deploy production-grade AI systems, full-stack applications, and data infrastructure that drive measurable business impact. From LLM pipelines and agentic AI to scalable web platforms and enterprise solutions, I bridge the gap between cutting-edge AI and robust software engineering.

  • πŸ”­ Building AI-powered solutions with GraphQL, React, Next.js, and Python
  • 🌱 Specializing in LLM APIs, RAG systems, and agentic AI workflows
  • πŸš€ Creating intelligent applications with LLMs, custom AI models, and full-stack engineering
  • πŸ“Š Designing scalable data infrastructure and MLOps pipelines
  • 🀝 Open to collaborations on AI, full-stack, and data engineering projects

πŸ› οΈ Tech Stack

AI & LLM Development

LangChain OpenAI HuggingFace CrewAI PyTorch

GraphQL APIs

Apollo Express-GraphQL Graphene

Frontend Development

React Next.js Tailwind CSS Framer Motion

Backend Development

Node.js Python FastAPI PostgreSQL Supabase

Data Engineering & Cloud

Vector Databases AWS GCP Vercel

πŸ”₯ Featured Projects

The Action Foundation (TAF) 🀝

Multi-modal AI support system for caregivers of children with disabilities, using custom RAG architecture to provide instant, accurate answers from specialized medical and legal knowledge bases.

1,000+ Caregivers β€’ 95% Accuracy β€’ 24/7 Support

CDIE UMS πŸ§ͺ

Smart Laboratory Management System for Kenyatta University featuring AI-driven SOP automation to accelerate student research and practical preparation.

10,000+ Users β€’ 75% Faster Prep β€’ Real-time Tracking

Agian Solutions πŸ’Ό

Comprehensive labor market platform connecting Kenyan youth with dignified employment through automated placement tracking and multi-stakeholder verification across 47 counties.

1,000+ Placements β€’ 47 Counties β€’ KES 15K Minimum Wage

TenderAI πŸ“Š

AI-powered platform that automates tender analysis, scoring, and recommendation to streamline bid preparation and improve success rates for consulting companies.

95% Accuracy β€’ 10x Faster β€’ 50+ Platforms

🧠 Technical Approach

  • AI Application Architecture: Modular, scalable designs separating AI model serving from business logic
  • RAG System Design: Advanced retrieval-augmented generation with vector databases and semantic search
  • GraphQL API Design: Schema-first development with optimized resolvers for AI model responses
  • Full-Stack Architecture: Component-driven development with efficient state management for AI-generated content
  • Data Infrastructure: Scalable data pipelines, MLOps workflows, and cloud-native deployments
  • LLM Integration Strategy: Layered approach with abstraction layers for prompt engineering and context management

πŸ’Ό Professional Experience

  • Senior AI Engineer at Wan AI Labs (Jun 2023 - Present)
  • AI Software Engineer at Rightsify Group LLC (Jun 2023 - Aug 2024)
  • Software Developer at Zuri Health (Jan 2023 - April 2023)
  • Machine Learning Engineer at Upwork (Feb 2021 - Sep 2022)
  • AI Facilitator/Trainer at Google Crowdsource (Aug 2021 - Present)
  • Technical Writer at Analytics Vidhya (Sep 2022 - Dec 2022)

πŸŽ“ Education

Bachelor of Science in Biomedical Engineering
Kenyatta University

  • Specialized in Health Information Systems and Bioinformatics
  • Relevant coursework: Software Programming, Electronics, Database Systems
  • Led Machine Learning competitions as Google Developers Student Club ML Lead

πŸ“« Get in Touch


"The goal of building production systems is to create solutions that are scalable, reliable, and drive measurable business impact." β€” Engineering Philosophy


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Let me bring AI intelligence and full-stack expertise to your applications!

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