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BLVCK-MAMBA-6/README.md


About Me

I bully models out of notebooks and into production—agents, inference, evals, computer vision, and whatever breaks after deploy.

Currently

  • AI Engineer at Octave Inc — developing LLM agents, FastAPI services, and production AI systems.
  • AI Engineer at Gesture AI — building computer-vision systems and optimizing models for edge deployment.
  • Technical Lead at AISOC — leading workshops, community initiatives, and knowledge transfer.
  • Computer Science student at the University of Ibadan — exploring reliable agents, inference systems, evaluation, AI safety, and MLOps.

I like opening the black box, understanding why it works, and rebuilding the important parts from first principles.



Tech Stack

LANGUAGES & CORE

Python SQL Linux

ML & DEEP LEARNING

PyTorch TensorFlow Keras scikit-learn Hugging Face

AGENTS & LLM SYSTEMS

LangChain LangGraph OpenAI Google Gemini MCP

BACKEND, DATA & DEPLOYMENT

FastAPI Docker PostgreSQL Supabase Celery Streamlit Git


Featured Projects

A few systems I built to understand—and improve—the machinery behind production AI.

Tiny Inference Server

LLM serving · from scratch

Implements KV caching, static and continuous batching, speculative decoding, and a FastAPI serving layer for Qwen2.5-0.5B.

~3× faster generation with KV caching

Python Transformers FastAPI

View Tiny Inference Server

Sandboxed Tool Executor

Secure execution · agent tooling

Runs untrusted AI-generated code inside an isolated runtime with cgroups v2, network air-gapping, resource limits, and watchdog timeouts.

7 layers of runtime isolation

Python Docker AI Safety

View Sandboxed Tool Executor

LLM Eval Pipeline

Evaluation · regression testing

Combines golden datasets, deterministic checks, LLM-as-judge scoring, reports, and regression tracking in one reproducible harness.

5 judge failure modes reproduced and documented

Python Qwen LLM Evaluation

View LLM Eval Pipeline

Custody for Alexa+

Voice AI · MCP · accessibility

A voice-first shared-object memory system with natural corrections, guided Lost Mode, shared custody, and privacy-aware access.

6-tool Streamable HTTP MCP interface

MCP FastAPI Voice AI

View Custody for Alexa+

Explore all repositories →


GitHub Analytics

Favour's public GitHub contribution trend Favour's most-used languages by commit Favour's commit-time distribution in UTC+1

Public GitHub activity · private contributions are excluded.



Education & Certifications

Education

B.Sc. Computer Science
University of Ibadan · Expected 2027

Certifications

  • Introduction to Deep Learning — MIT 6.S191 · Completed
  • Supervised Machine Learning — Coursera · Completed

Always building. Always learning.

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  1. DistilBERT-LoRA-IMDb-Sentiment DistilBERT-LoRA-IMDb-Sentiment Public

    A highly efficient binary sentiment classifier fine-tuned on the IMDb Movie Review dataset. This project utilizes DistilBERT with LoRA (Low-Rank Adaptation) to categorize reviews as either Positive…

    Python

  2. mri-brain-tumor-classification-pytorch mri-brain-tumor-classification-pytorch Public

    A Convolutional Neural Network (CNN) implemented in PyTorch to classify brain MRI scans into four distinct categories. The project includes data preprocessing, model training, accuracy evaluation, …

    Python

  3. LightRAG LightRAG Public

    Forked from HKUDS/LightRAG

    [EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation

    Python

  4. sandboxed-tool-executor sandboxed-tool-executor Public

    An isolated code execution runtime and API for untrusted AI tool calls, enforcing cgroup memory caps, CPU quotas, network air-gapping, and strict execution timeouts.

    Python