making llm go brrrrr -- passionate about writing .md files

• Assisted in developing and maintaining robotics and AI projects within the society.

• Helped set up hardware, software, and other technical resources for workshops and events.

• Supported teams with troubleshooting and testing during project builds.

• Researched tools and frameworks to improve ongoing AI and robotics projects.

• Founding engineer at a stealth AI startup building multi-agent systems and MCP (Model Context Protocol) integrations across fintech APIs (Paystack, Stripe), productivity tools (Slack, GitHub), and internal client SDKs.

• Designed and deployed AI infrastructure using Vercel AI SDK with tool-calling pipelines, dynamic context windows, memory handling, and prompt chaining for agent orchestration and RAG-based workflows.

• Worked with models like GPT, Gemini, Claude, and Google AI Overview to fine-tune LLMs for AI search perception, sentiment tracking, and customer support agents tailored for marketing and CX teams.

Led the architecture, engineering, and end-to-end deployment of the Greynote platform, a modular edtech system consisting of 7 tailored applications:

Greynote for Schools, Teachers, Parents, Bursars, Creators, Sales Agents, and Super Admin.

System Design & Infrastructure

• Architected the platform as a multi-tenant Progressive Web Application (PWA) using Next.js (TypeScript) for frontend and Node.js + GraphQL for the backend.

• Designed role-based access layers and granular permission control across modules.

• Deployed across Ubuntu servers with Docker and NGINX, with CI/CD pipelines handling releases.

• Implemented Redis for caching, MikroORM for PostgreSQL ORM, AWS S3 for asset storage, and SES (via Resend) for transactional email.

Feature Development

• Built real-time notification and chat systems with WebSockets.

• Implemented secure wallet-based microtransactions, CSV-based bulk importers, PDF generators, and multi-account switching.

• Developed financial tools for bursars to track tuition, generate invoices, and manage expenses.

AI & ML Integration

• Fine-tuned LLMs for education-specific use cases to create Greynote AI, a teaching assistant that generates lesson plans, assessments, and class summaries.

• Integrated a retrieval-augmented generation (RAG) pipeline for lesson support and student Q&A.

• Designed multi-step prompt flows with context memory and moderation filters.

Content Delivery & Ranking

• Developed a custom algorithm for ranking user profiles, lesson videos, and creator content using metadata, engagement, and preferences.

• Set up a CDN-backed content delivery system using Bytescale for transcoding and media optimization.

Internal Tools & Operations

• Built internal dashboards for the affiliate sales program, moderation tools for admin staff, and performance analytics for school operators.

• Led technical hiring: screened applicants, conducted interviews, and onboarded developers and designers to the team.