Operations & Security
Rate Limits
Review RPM, ITPM, and OTPM limits for each tier and handle HTTP 429 responses.
Guardrails
Enable automated PII redaction to protect personal data in model requests.
Webhooks
Verify signatures and process asynchronous events from Neosantara.
Advanced AI Techniques
Prompt Caching
Reuse static context to reduce latency and input token costs.
Recursive Language Models
Process long contexts recursively with DSPy and an isolated Python REPL.
RAG with ChromaDB
Build a local RAG pipeline with Neosantara embeddings and ChromaDB.
RAG with Cloudflare Vectorize
Run vector search and RAG pipelines on Cloudflare’s edge network.