LLM

From perception to reasoning over perception

Why we migrated from GPT-4.1 to Claude in our brand intelligence pipeline

Update: this post describes the original GPT-4.1 implementation of the brand asset extraction pipeline. The system has since been migrated to Claude. See Why we migrated from GPT-4.1 to Claude in our brand intelligence pipeline for the engineering story behind that migration

What we learned shipping production multimodal AI

Cerebrion - Architecting a General-Purpose LLM Agent for Structured Intelligence Mastery

As systems scale, data complexity increases exponentially. Stakeholders require instant, reliable answers without relying on engineering teams. Cerebrion democratizes analytics while maintaining governance, accuracy, and performance standards. It functions not as a chatbot, but as a reasoning engine designed for intelligence mastery.