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#AI architecture

3 posts

The next frontiers in AI beyond scaling

The era of making models bigger is ending. Five paradigms are replacing brute-force scaling: hybrid architectures, inference-time reasoning, world models, self-improvement loops, and hardware co-design. What each means for AI in regulated industries.

AI architecture scaling laws hybrid models inference reasoning world models AI research Auryth

What is RAG, and why it's not enough for legal AI on its own

How retrieval-augmented generation works, why basic RAG still hallucinates, and what a search-RAG fusion architecture adds for tax professionals.

Fine-tuning vs. RAG: two ways to make AI smart, and why it matters which one your tax tool chose

Fine-tuning memorizes yesterday's law. RAG looks up today's. For Belgian tax professionals, this architecture choice determines whether your AI tool is current or confidently outdated.