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Why we build model-agnostic AI systems

DODaniel OseiApr 5, 2026 5 min read

The best model today may not be the best model next quarter. We architect systems so you can swap models without rewriting your product.

Abstraction at the boundary

A clean provider abstraction lets us evaluate and adopt new models as they ship — protecting your investment and keeping you on the frontier.

Daniel Osei

ML Research Lead · IdeioWorld

Everyone can demo an agent. Shipping one that runs 24/7 without surprising you is a different discipline. Here's the playbook we use.

Most RAG systems fail not because of the model, but because of retrieval. Here's how we build retrieval that returns the right context.

Running vision models on-device unlocks new products — if you can navigate the trade-offs. A practical guide.