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You cannot ship what you cannot measure. Build a golden set, score outputs without a human in the loop, catch regressions in CI, and defend against injection with layers that survive a model upgrade.
A chatbot answers. An agent acts. Wire function calling into Django, run the loop safely, expose your data over MCP, and put the guardrails in place before you hand a model your database.
Streaming makes AI features feel responsive instead of frozen. Here's the full pipeline — async views, SSE, JavaScript client, and the nginx tweaks that matter.
Embed documents, store vectors in Postgres, and let an LLM answer questions about your own data — without hallucinating its sources.
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