
Ashtone Onyango
Building AI-Powered Solutions
Passionate about developing intelligent applications with AI, GraphQL, React, Angular, and .NET. I specialize in building LLM APIs that power next-generation AI experiences across cloud platforms.
Let me bring AI intelligence to your applications!

The goal of API design is to create interfaces that are intuitive, efficient, and empower developers to build amazing experiences.
— API Philosophy
About Me
Full Stack AI Engineer with 5+ years building intelligent applications that leverage AI, ML, and modern web technologies. I specialize in developing LLM APIs using GraphQL to power AI-driven experiences, with expertise in React, Angular, and .NET for creating robust, scalable solutions.
AI & LLM Development
Building intelligent applications with LLMs and custom AI models
GraphQL APIs
Designing efficient APIs for AI-powered applications
Frontend Development
Creating responsive UIs for AI-powered applications
Backend Development
Building robust backends for AI-powered applications
Data Engineering
Processing and analyzing data for AI model training
Cloud Infrastructure
Deploying AI solutions on scalable cloud platforms
In the realm of data, we find not just information, but the stories that shape our understanding of the world.
— Digital Wisdom
Skills & Expertise
AI & LLM Development
OpenAI, LangChain, HuggingFace, TensorFlow
Building intelligent applications with LLMs and custom AI models for various use cases.
GraphQL APIs for AI
Apollo, Express-GraphQL, Graphene, Hot Chocolate
Designing efficient, type-safe GraphQL APIs to power AI-driven applications and LLM services.
Frontend Frameworks
React, Angular, Next.js, Vue
Creating responsive, interactive UIs for AI-powered applications with modern frameworks.
Backend Development
Node.js, .NET Core, Python, FastAPI
Building robust backend services that integrate with AI models and handle complex business logic.
Conversational AI
RAG, Embeddings, Vector Databases
Developing intelligent chatbots and conversational interfaces with advanced context handling.
.NET Ecosystem
ASP.NET Core, Entity Framework, MSTest
Creating scalable backend services with proper architecture and comprehensive testing.
Cloud AI Services
AWS SageMaker, Azure AI, GCP Vertex AI
Leveraging cloud AI platforms for model training, deployment, and scaling of AI solutions.
Data Engineering
ETL/ELT, Medallion Architecture
Designing scalable data pipelines for AI model training and inference at scale.
LLM Integration
Prompt Engineering, Fine-tuning, RAG
Integrating and optimizing large language models for specific business applications.
Big Data
Spark, Hadoop, Kafka, Airflow
Processing and analyzing large-scale data systems with distributed computing frameworks.
MLOps
CI/CD for AI, Model Orchestration
Implementing production ML pipelines with monitoring and performance tuning.
Testing & QA
Jasmine, MSTest, Jest, Cypress
Implementing comprehensive testing strategies for frontend and backend applications.
The best way to predict the future is to create it with the tools of today.
— Innovation Mindset
Projects Worked On
Ruphids Autotech Solutions
A comprehensive website for a company providing biometric attendance systems and security solutions for schools in Kenya, enhancing child safety through cutting-edge technology.
Biometric & SMS-Enabled School Attendance System
Real-time parent notifications via SMS
Comprehensive security solutions for schools
Trusted by 25+ educational institutions in Kenya
25+
Schools
3yr
Warranty
1sec
Verification

Chesapeake Stays
AI-powered platform that transforms raw, unstructured property data into qualified leads through advanced lead scoring algorithms.
Close 3x Faster - Reduce client acquisition time
Save 40+ Hours - Per month on manual work
Reduce Costs by 62% - Compared to manual methods
2.5x More Leads - Higher quality conversion
87%
Lead Accuracy
5.2x
ROI Increase
3hrs
Setup Time

My Technical Approach
AI Application Architecture
I design AI applications with a focus on modularity, scalability, and maintainability. My approach separates AI model serving from business logic, enabling independent scaling and easier updates to AI components.
GraphQL API Design for AI
I follow a schema-first development approach for AI-powered APIs, ensuring clear type definitions that model the business domain accurately. My resolvers are optimized to prevent N+1 query problems and handle AI model responses efficiently.
Frontend Architecture
Component-driven development with clear separation of concerns between smart and presentational components. I implement efficient state management patterns for handling AI-generated content and real-time updates.
LLM Integration Strategy
I implement a layered approach to LLM integration, with abstraction layers that separate prompt engineering, context management, and response handling. This enables easier switching between models and fine-tuning for specific use cases.
Case Study: AI-Powered Content Generation Platform
Challenge
Develop a scalable platform for generating and managing AI-created content across multiple formats (text, images, music) with consistent branding and style.
Solution
- Designed a GraphQL API using Express-GraphQL to unify access to multiple AI models
- Built a React frontend with Apollo Client for efficient data handling and caching
- Implemented LLM-powered content generation with fine-tuned models for brand voice
- Created a vector database for semantic search of generated content
- Deployed on AWS with containerized microservices architecture
Results
- 70%Reduction in content creation time
- 85%Content approved without revisions
- 3xIncrease in content production volume
- 50%Decrease in content production costs
True innovation comes not from technology alone, but from understanding the human experience it serves.
— Design Philosophy
Previous Clients

Rightsify Hydra
An advanced AI music generation platform designed for commercial applications, providing copyright-cleared instrumental music for businesses, creators, and artists.
AI-generated instrumental music and sound effects
Copyright-cleared for commercial use
Trained on 1 million+ songs (50k hours of music)
Supports 800+ unique instruments
Multi-lingual capabilities in 50+ languages
Customizable audio generation from 3 seconds to 1 minute
Rightsify provides music to thousands of businesses in more than 180 countries across the globe. Every day our music is experienced by over 3 million people across all facets of life.
— Rightsify Team
Key Highlights
AI-Powered
Advanced music generation using Nvidia H100 GPUs
Commercial Use
Copyright-cleared music for any project
Global Reach
Used in 180+ countries by millions daily
Customizable
Detailed prompts for tailored music generation
Unlock limitless musical possibilities and use the music for any project or use case. Generate unique, copyright-clear music instantly.

ClassifyMe
An innovative platform that helps students discover the perfect course match tailored to their passions, strengths, interests, and personality.
Personalized course recommendations
Comprehensive subject analysis
Academic performance tracking
Interest-based matching
Personality assessment integration
Smart classification algorithm
From the intuitive user interface to the perfect-fit course recommendations, using ClassifyMe has been enjoyable. ClassifyMe is a go-to resource for course recommendations!
— Gilbert
Key Highlights
Student-Centered
Personalized approach to course selection
AI-Powered
Smart algorithms for perfect course matching
Comprehensive
Holistic approach to academic guidance
Supportive
Guidance throughout the academic journey
Explore Your Path, Discover Your Course. Dive into endless opportunities and find the course that aligns with your interests and ambitions.
The true value of APIs lies not in their complexity, but in their ability to simplify complex interactions.
— GraphQL Philosophy
My Services
AI-Powered Application Development
End-to-end development of intelligent applications leveraging LLMs, computer vision, and custom AI models to solve complex business problems.
LLM API Development with GraphQL
Design and implementation of efficient, type-safe GraphQL APIs that power LLM-based applications with optimized data fetching and real-time capabilities.
Intelligent Chatbot Development
Creation of context-aware conversational interfaces using RAG, vector databases, and fine-tuned LLMs for customer service, knowledge management, and process automation.
React & Angular Development
Building responsive, high-performance frontend applications with React or Angular that integrate seamlessly with AI services and GraphQL APIs.
.NET Backend Solutions
Development of scalable ASP.NET Core applications with clean architecture, Entity Framework, and comprehensive testing with MSTest.
API Integration & Modernization
Transformation of legacy REST APIs to modern GraphQL implementations, improving frontend performance and developer experience.
Data Engineering for AI
Building data pipelines and processing systems that prepare, clean, and transform data for AI model training and inference.
Cloud AI Architecture
Design and implementation of scalable cloud infrastructure for AI solutions on AWS, Azure, and GCP.
MLOps Implementation
Setting up and managing ML operations pipelines for production environments with monitoring, versioning, and automated deployment.
Autonomous Agentic Systems
Design and implement intelligent agents that automate both mundane and sophisticated tasks, improving service delivery while reducing operational costs.
Experience is the teacher of all things, and in data, we find the experiences of countless interactions.
— Data Wisdom
Professional Experience
Rightsify Group LLC
Pasadena, California
June 2023 - Aug 2024
Senior AI Engineer
- Led development of an AI music generation platform using LLMs and custom models, with GraphQL APIs for frontend integration
- Designed and implemented a React-based admin dashboard for managing AI model parameters and monitoring generation quality
- Built a GraphQL API layer with Apollo Server to unify access to multiple AI models and music metadata
- Developed Angular components with comprehensive Jasmine test coverage for the customer-facing application
- Orchestrated large-scale data pipelines across Azure and GCP for training and fine-tuning AI models
Wan AI Labs
Nairobi, Kenya
Jun 2023 - Present
Co-Founder & AI Solutions Architect
- Architected an AI-powered real estate lead scoring platform with GraphQL APIs and React frontend
- Developed LLM-based document analysis system for extracting and structuring property data from diverse sources
- Implemented Express-GraphQL API layer to serve AI-generated content to multiple client applications
- Created React components for visualizing AI-processed data with interactive dashboards
- Built data pipelines using cloud-native services (AWS S3, Glue) to prepare training data for AI models
Zuri Health
Nairobi, Kenya
Jan 2023 - April 2023
AI Engineer
- Developed an AI-powered symptom analysis system with GraphQL API for the healthcare platform
- Built a conversational AI chatbot for patient triage and medical information using LLMs and RAG
- Implemented Graphene (Python) GraphQL server for unified healthcare data access
- Created React components for the patient portal with Apollo Client for GraphQL integration
- Enhanced chatbot response accuracy using retrieval-augmented generation, reducing query resolution time by 30%
Freelance
Nairobi, Kenya
Feb 2022 - Sep 2022
AI & Full Stack Engineer
- Developed custom AI solutions for multiple clients, including NLP, computer vision, and predictive analytics
- Built GraphQL APIs with Express-GraphQL for AI model serving and data access
- Created React applications with Apollo Client for AI-powered dashboards and visualizations
- Implemented .NET Core microservices with Hot Chocolate GraphQL for enterprise clients
- Designed AWS-based data processing pipelines for AI model training and inference
Google Crowdsource
Nairobi, Kenya
Aug 2021 - Present
AI Facilitator/Trainer
- Facilitated 10+ ML workshops for University students across Africa
- Trained participants on responsible AI development and ethical considerations
- Helped manage global community of 5000+ contributors and ML enthusiasts
- Contributed to making AI accessible and beneficial for everyone
Analytics Vidhya
Gurgaon, India
Sep 2022 - Dec 2022
AI Content Writer
- Published 3 tutorial articles on integrating LLMs with GraphQL APIs for data science applications
- Created content on building AI-powered applications with React and GraphQL
- Developed sample code for LLM fine-tuning and deployment in production environments
- Wrote technical guides on vector databases and semantic search implementation
Teens in AI
London, UK
Aug 2019 - Sep 2019
Machine Learning Mentor
- Coached 5 teen girls in developing AI solutions for healthcare accessibility challenges
- Guided 10 students in implementing machine learning models for predictive analytics
- Taught fundamentals of AI ethics and responsible development practices
- Mentored teams in developing healthcare analytics solutions with Azure ML
Education is not the learning of facts, but the training of the mind to think.
— Albert Einstein
Education
Bachelor of Science in Biomedical Engineering
Kenyatta University
Key Achievements:
- 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
The greatest value of a picture is when it forces us to notice what we never expected to see.
— John Tukey