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

Описание и применение

AI‑агенты часто выдают ложную информацию, что приводит к ошибкам. Добавление слоя проверки после каждого вывода снижает уровень галлюцинаций с ~18% до <3%.

Задача

AI agents often fabricate information, leading users to trust incorrect outputs and causing system failures.

Результат

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

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 verification fails, the output is corrected or flagged.
• 4. Corrected or verified output is presented to the user.

Доказательства

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

Источник