Research — Community
3 practitioner essays on Research — enterprise AI, SAP architecture and homelab notes from the Ayra ix Community blog.
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.
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.
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.