AI LLM Application Architecture Generator

Design full-stack LLM applications with routing, retrieval, tooling, and safety layers

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Frequently Asked Questions

Common questions about ai llm application architecture generator

How do I route between models?

Add a router using classifiers, heuristics, or rules to pick models by task type, latency budget, or cost. Show fallbacks for errors.

How do tools integrate?

Include a tool registry, execution sandbox, and observation store. Diagram LLM → tool call → result → follow-up prompt.

How do I add safety?

Add input/output moderation, prompt validation, content filters, and jailbreak detection. Include audit logs and red-teaming flows.

How is context built?

Combine system prompts, user history, retrieved context, and tool outputs. Show memory stores and context window management.

How do I monitor LLM apps?

Track latency, cost, token usage, safety violations, user feedback, and guardrail blocks. Include tracing for each turn.

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