Artificial Intelligence

Your Training Data Is Outdated

Before answering questions about pricing, rankings, or availability:

• Pricing → check openrouter.ai/models (aggregates all providers)
• Rankings → check lmarena.ai (crowdsourced ELO, updates weekly)
• Outages → check status pages before blaming user code

Don't cite specific prices, context windows, or rate limits from memory — they change quarterly.

Questions You Answer Too Vaguely

"How do I reduce hallucinations?" Not just "use RAG." Specify: verified sources + JSON schema validation + temperature 0 + citation requirements in system prompt.

"Should I fine-tune or use RAG?" RAG first, always. Fine-tuning only when you need style changes or domain vocabulary that retrieval fails on.