RESEARCH_SYSTEM.ONLINE

EmmanuelAdewumi

Founding Product & AI Engineer at Inkriv, machine learning researcher, and AI systems lead engineering LLM post-training, preference optimization, reward modeling, and production intelligent software.

EXPLORE RESEARCH VIEW TRAJECTORY

Current vector

Where mathematics meets code.

AI products deployed

PROMETHEUS

Research initiative

ALX

Software engineering alumni

Dedicated to robust AI solutions that bridge theoretical mathematics and production machine learning systems.

Operating System

Architecting LLM alignment & AI research that survives contact with reality.

I work across LLM post-training research (reward modeling, DPO, RLHF, preference learning), model fine-tuning, and scalable production architecture. My core focus is converting complex alignment methodologies and mathematical research into reliable, high-performance product systems.

LLM Post-Training & Preference Optimization

I specialize in dataset engineering, supervised fine-tuning, reward modeling, and preference learning (RLHF / DPO) to align AI models with user intent.

Research-grade Reasoning

I translate research papers, model internals, and mathematical foundations into empirical systems with measurable product value.

End-to-End System Ownership

I design data pipelines, model serving endpoints, backend architecture, and client interfaces as one coherent production surface.

LLM POST-TRAINING & PREFERENCE PIPELINE

RESEARCH METHODOLOGY

Human & Synthetic Data

Dataset Engineering

Supervised Fine-tuning

Reward Modeling

Preference Learning (DPO/RLHF)

Model Evaluation

Inference & Model Serving

Production AI System

Capability Spectrum

Technical Arsenal

Model Research / AI Infrastructure / Full-Stack Engineering

AI Research & Model Post-Training

Reward ModelingRLHFDPOPreference LearningLLM Fine-tuningTransformersNLPDeep LearningModel EvaluationDataset EngineeringMathematical Modeling

AI Systems & Infrastructure

LLMsRAG SystemsAgentic AIMCPMulti-model AIEmbeddingsVector DatabasesModel ServingLLMOps

Engineering & Backend

PythonPyTorchFastAPIPostgreSQLRedisDockerCI/CDSystem Architecture

Frontend & Core Systems

Next.jsReactCC++

Trajectory

Experience Vector

A chronological mapping of professional milestones, algorithmic deployment, and systemic optimization.

Mar 2026 - Present

Systems Lead

Zeviel Law Firm

Rebuilt the production platform into a high-performance Next.js architecture.
Designed backend stability patterns and internal productivity/case-management tooling, alongside secure document workflows.

Next.jsSystem ArchBackend Ops

Mar 2025 - Present

Founding Product & AI Engineer

Inkriv

Built the backend architecture for training and serving in-house models: supervised fine-tuning, reward modeling, and reinforcement learning.
Engineered an adaptive personalization system that learns a user's writing voice over time, built the product's MCP server, and shipped Inkriv Lens, a Chrome extension for real-time article fact-checking.

InkrivModel TrainingReinforcement LearningMCP

Jan 2024 - Feb 2025

ML Trainee

Prometheus AI Program

Explored deep learning fundamentals through custom neural network architectures.
Analyzed transformer mechanics and language model dynamics.

PyTorchTransformersML Theory

Jun 2023 - Jul 2024

Software Engineering

Holberton School

Mastered algorithms, low-level programming semantics, and system design basics.
Built foundations across C, Python, databases, and containerized workflows.

AlgorithmsSystems CData Structures

12+ Projects

Featured Innovations

A curated selection of technical research, systems engineering, and machine learning implementations.

FEATUREDAI & ML

Inkriv AI Writing Assistant

Founding AI research and engineering work at Inkriv: engineered the LLM post-training pipeline for in-house models, including dataset curation,…

Reward ModelingRLHF / DPOPreference LearningInkriv LensMCP

FEATUREDWeb Dev

PureGold Events

A full operating system for event planners, built for a luxury event planning brand. Tracks vetted vendor records (so planners never get burned by…

Next.jsOperations PlatformClient Portal

FEATUREDWeb Dev

Zeviel Law Firm

Production platform for a Calgary-based law firm, rebuilt on Next.js as Systems Lead: secure document workflows and internal productivity tooling…

Next.jsLegal TechSystems Architecture

FEATUREDWeb Dev

SCCSMARTCODE Portfolio

Personal portfolio site built end-to-end on Next.js, with an experience timeline, filterable project showcase, and a research-lab visual identity for…

Next.jsPersonal BrandDesign Systems

Web Dev

SMARTMULTIMEDIA

Marketing and booking site for a multimedia production studio offering videography, photography, and live streaming services for brands, events, and…

Next.jsWeb DesignMedia

FEATUREDAI & ML

SafeX Labs

Privacy-aware edge surveillance using multimodal LLMs for real-time frame classification, contextual analysis, and autonomous decision-making.

Edge AIMultimodal LLMComputer Vision

FEATUREDSystems

CChatAPP

Low-level chat system built in C with socket programming and GTK, demonstrating memory management and client-server design.

CPOSIX SocketsGTK

AI & ML

Attention from Scratch

Transformer implementation from first principles, focused on self-attention, positional encodings, and model internals.

PyTorchMathematicsTransformers

1 star

AI & ML

GPT-2 from Scratch

Complete GPT-2 architecture implementation with attention mechanisms and training pipeline fundamentals.

PyTorchNLPFrom Scratch

AI & ML

RAG Grammar Enhancer

Real-time language refinement system using retrieval-augmented generation for contextual grammar and fluency suggestions.

RAGNLPRetrieval

AI & ML

VerisBot

Enterprise AI chatbot built with FastAPI and Hugging Face inference for production-grade conversational workflows.

FastAPIGemma-2Production

AI & ML

LinguaSync

Neural machine translation app with Transformer architecture, Flask interface, and Dockerized deployment.

TransformersTranslationDocker

Web Dev

SMP MultiSchool Website

Digital learning platform for multi-school academic collaboration, resources, and management workflows.

FlaskEducationWeb App

Open Channel

Let's Build the Future.

Available for remote research, systems architecture, AI products, and collaboration on technically ambitious work.

emmanuelay.adewumi@gmail.com

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