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Tariq Al-Farsi

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AI product engineer at an Oman government digital services office, deploying Arabic-language LLM applications for citizen services. Built the document classification pipeline that routes 50 K monthly applications automatically.

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Articles by Tariq Al-Farsi(1)

Implementing guardrails for LLM outputs in production

LLM outputs in production systems require multiple layers of validation to prevent harmful, inaccurate, or policy-violating content from reaching users. This article walks through concrete techniques including output classifiers, schema enforcement, regex filters, and human-in-the-loop escalation paths.

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16 July 2026

Tariq Al-Farsi — ANN Tech — ANN Tech