Amiya Ranjan Sarangi

Amiya Ranjan Sarangi

Founder, Annapurna Agentic Solutions

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Gone streaking
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11h ago

Safety classifier in the same LLM call as the reply, or a separate call?

I m designing a content-safety check for an app that generates personal feedback text, and I m stuck on one tradeoff.

Option A: one call. The model returns JSON with the label as the first key, then the generated text. This saves a round trip and one failure point. The cost is that the classification and the generation share one prompt, so a long or adversarial user message could hurt both at once.

Option B: a separate call. It s cleaner, and you can run it on a smaller, stricter prompt. The cost is added latency and a second thing that can time out.

Whichever I pick, these rules seem right to me:

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