Why Your AI Agent Keeps Gaslighting You (And How to Fix It)

Описание и применение

Агенты ИИ часто выдают вымышленные данные, что приводит к ошибкам. Добавление слоя проверки после каждого вывода снижает уровень галлюцинаций с ~18% до <3%.

Задача

AI agents often hallucinate, producing fabricated outputs that users trust, leading to errors when deployed.

Результат

Hallucination rate dropped from ~18% to under 3% with a free, model-agnostic verification layer that runs on CPU.

Рабочий процесс

• 1. Agent generates output based on user prompt.
• 2. Verification layer analyzes the output for fabricated citations, invalid code, tool call hallucinations, and prompt coherence.
• 3. If issues are detected, the output is corrected or flagged before delivery to the user.
• 4. User receives verified, accurate information for deployment.

Доказательства

Result: hallucination rate dropped from ~18% to under 3%.

Источник