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AI · Release Note

Robbie V2 Sprint E: Response Verification and Trust Layer

Robbie now verifies how it should answer before the single AI request is sent, clustering evidence, flagging contradictions, estimating unsupported-answer risk, and optionally showing a concise trust summary in investigation workflows.

3 July 2026AIServerDesk Team
Robbie V2 Sprint E: Response Verification and Trust Layer in ServerDesk

Robbie now verifies how it should answer before the single AI request is sent, clustering evidence, flagging contradictions, estimating unsupported-answer risk, and optionally showing a concise trust summary in investigation workflows.

Changes in this release

  • The internal investigation prompt now explicitly requires evidence-backed answers, cautious wording, and clear missing-context statements instead of unsupported claims
  • Evidence is now clustered across terminal and diagnostics, Git and deployments, Docker and logs and metrics, WordPress and PHP logs, database and query failures, and connection health and service availability
  • Verification warnings, contradiction indicators, and unsupported-answer risk are now computed before Robbie answers
  • A concise trust summary can now appear in the Robbie reply when confidence is not high or the request is an investigation workflow
  • The internal debug panel now shows verification warnings, evidence clusters, contradiction indicators, unsupported-answer risk, and trust-summary previews

[Read the full blog post →](/blog/robbie-v2-verification-trust-layer)


*Released 3 July 2026 · Category: AI*

In this release
The internal investigation prompt now explicitly…Evidence is now clustered across terminal and di…Verification warnings, contradiction indicators,…A concise trust summary can now appear in the Ro…+1 more

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