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3 articles on Research from Ayra ix.

Research

Embedding Models Matter More Than You Think

Your LLM gets the glory. Your embedding model does the work. Pick it with the same care as your foundation model, or leave results on the table.

8 min read
Research

Context Windows Lie to You

A million-token context sounds like infinite memory. In practice it's a messy attic where important things get buried.

9 min read
Research

Reasoning Models Aren't Smarter — They're Just Slower

Test-time compute is real — and expensive. A practitioner's routing guide for when to use reasoning models vs. fast models.

9 min read