Hi, I'm Isaiah, building AI products at Assignify from Nigeria

Hi everyone, I'm Isaiah Ogooluwa Bakare, founder and CEO of Assignify. I'm a data scientist and ML engineer based in Nigeria, working with Python, TensorFlow, NLP, and LLM systems. I care most about AI products that ship to production, not just ones that work in a notebook.

My current stack includes Claude, Grok, DeepSeek, LangGraph, ElevenLabs, Vercel, and Supabase. Two public projects show where I spend my time: argus, an open-source, self-hostable multi-agent system that triages security logs and drafts incident reports, and TrustLensAI, an AI system for insurance customer confidence.

I'm still early in sharing what I've learned, so I'll keep this short. I'd love feedback from anyone who has taken a multi-agent system into production, especially on how they handle evaluation and failure modes. If you've built something similar, I'd like to hear what you'd do differently.