LLM Output Degeneration

Summary

LLM Output Degeneration

Migrations of the relevant prompts to GPT 5.1 have resolved the issue. We have observed no further instances of the issue over a 24h+ period. Thank you for your patience.

• Started

  Jan 22, 2026 · 1:27 PM

• Resolved

  Jan 28, 2026 · 7:13 PM

• Duration

  6d 5h 46m

• Severity

  Critical

• ◐

  Investigating

  Jan 22 · 1:27 PM Amigo AI

  We’re aware of an issue that may be impacting some users and are currently investigating. We’ll provide an update as soon as we know more.

• ◉

  Monitoring

  Jan 22 · 4:53 PM Amigo AI

  **Problem**: LLM outputs are occasionally returned as garbled text. **Impact**: Garbled LLM outputs are affecting organizations in the us-east-1 region, occurring in about 0.1% of messages. **Causes**: A hardware issue in us-east-1 combined with an ASCII to unicode prompt change that shifted tokenization boundaries. **Steps to resolve**: We are deploying a fix and expect to confirm its effectiveness within about 30m.

• ◉

  Monitoring

  Jan 24 · 3:53 AM Amigo AI

  The mitigations that we deployed over the past day have resulted in significant reductions in the incidence of the garbled output across affected us-east-1 orgs. We have additionally rerouted the relevant traffic to another cloud provider region that we expect to completely resolve the issue whilst we work with our vendor to identify the root cause and resolution path.

• ✓

  Resolved

  Jan 28 · 7:13 PM Amigo AI

  Migrations of the relevant prompts to GPT 5.1 have resolved the issue. We have observed no further instances of the issue over a 24h+ period. Thank you for your patience.