Full-Stack AI Engineer & Applied Machine Learning Researcher • Lead Author @ ICMLDE 2026
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I engineer production-grade full-stack systems, autonomous AI agent architectures, and local zero-egress RAG pipelines.
- 📄 Research: Accepted lead author at ICMLDE 2026 (International Conference on Machine Learning and Data Engineering) for on-device dense vector retrieval and multimodal extraction.
- 🤖 Autonomous AI: Architecting ReAct loops, deterministic schema validation matrices, and in-process ONNX quantized embeddings (
all-MiniLM-L6-v2). - ⚡ Performance & Design Engineering: Building 60fps composite animation tooling, sub-30ms static AST code sentinels, and responsive web platforms.
| Project | Tech Stack | Description | Live Demo / Repo |
|---|---|---|---|
| DocDigitize v2 | Next.js 16 Turbopack Groq Llama-Vision ONNX Embeddings |
End-to-end multimodal institutional document extraction platform. Achieves 1.8% CER and an 11.25x speedup with local RAG. Accepted at ICMLDE 2026. | Live Benchmark • GitHub |
| OmniAgent | Node.js ReAct Framework Vector Matcher |
Autonomous ReAct problem-solving engine. Decomposes goals into Thought → Action → Observation cycles with native telemetry and vector tools. | Live Simulator • GitHub |
| OmniSearch | Node.js Dense Vectors Cosine Dot-Product |
Zero-cloud-egress semantic search engine. Evaluates unit-normalized dense embeddings in <0.3ms with $0.00 token cost. | Live Simulator • GitHub |
| NexusRAG | Agentic RAG BM25 Fusion Self-Correction |
Autonomous zero-cloud agentic RAG engine with hybrid dense/sparse re-ranking and self-correcting hallucination guardrails. | Live Simulator • GitHub |
| GitSentry | Node.js CLI AST Heuristics CI/CD |
Autonomous static frontend performance sentinel. Audits codebases in <30ms, enforces 60fps composite animation physics, and patches layout thrashing with --fix. |
Live Playground • GitHub |
| DevRadar | GitHub Actions Google Gemini AI Telegram Bot API |
Autonomous job scanner evaluating developer feeds every 6 hours, detecting tech-stack bottlenecks, and dispatching instant Telegram pitches. | GitHub |
| ToolDeck | Next.js TypeScript Gemini AI Tailwind |
Curated discovery directory indexing 100+ vetted AI tools and developer utilities with intelligent recommendations. | Live Site • GitHub |
| PulseOps | Tailwind B2B Analytics Logistics Telemetry |
High-density enterprise logistics operations dashboard with real-time dispatch management and telemetry. | Live App • GitHub |
| PaySlot | Mobile-First PWA Paystack API HMAC Webhook |
Commercial service booking engine with Paystack payment verification, atomic slot lockouts, and offline caching. | Live App • GitHub |
- AI & Agentic Systems: ReAct Framework, Autonomous Tool Use, Local Vector Embeddings (ONNX), Quantized Models, Multimodal Vision, Groq Cloud, Google Gemini API
- Full-Stack & Languages: TypeScript, JavaScript (ESNext), Python, Node.js, Next.js (App Router), React 19, Tailwind CSS, Vite
- Architecture & DevTools: AST Analysis, CI/CD, GitHub Actions, Docker, Linux, Vercel, REST APIs, JSON-LD Structured Data
Engineered with precision by David Erikefe (
@davebuiltit) • daviderikefe.vercel.app