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AI · ServerDesk Blog

Robbie now explains why it trusts an answer

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 now explains why it trusts an answer 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.

What shipped

  • 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

The story

Sprint E makes Robbie more trustworthy: stronger evidence grounding, contradiction checks, and a concise explanation of why it thinks the answer is right.

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*Published by the ServerDesk team · 3 July 2026 · 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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