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PolinaKr
PolinaKrCommunity Manager
Community Manager
Aug 12, 2025 7:37 AM UTC
QA Answers Hub

When AI tests fail

When AI tests fail

Hi ShiftSyncers đź‘‹

You ask fantastic questions during webinar Q&A sessions, and we realized the answers are helpful to the entire community. 

From now on, we’ll be sharing some of these Q&A snapshots here so everyone can benefit.

Today’s question is:

When AI tests fail, what debugging approaches do you recommend? How can we determine if the issue is with the test itself, the model, or the data?


Watch the full webinar here

    4 replies

    Bharat2609
    Bharat2609
    Ensign
    Aug 12, 2025 10:00 AM UTC

    Thanks you ​@PolinaKr  for bringing my Question and thanks to ​@executeautomation  Karthik for reply in very gently way.

     

    I am happy to be part of this community

    Bharat
      Ramanan
      Ramanan
      Ace Pilot
      Aug 12, 2025 10:57 AM UTC

      Hi ShiftSyncers đź‘‹

      You ask fantastic questions during webinar Q&A sessions, and we realized the answers are helpful to the entire community. 

      From now on, we’ll be sharing some of these Q&A snapshots here so everyone can benefit.

      Today’s question is:

      When AI tests fail, what debugging approaches do you recommend? How can we determine if the issue is with the test itself, the model, or the data?


      Watch the full webinar here

       

      Perfect Session by ​@executeautomation ,

      Kudos to the team ​@PolinaKr 

       

      Thanks,

      Ramanan 

      Hunt the bugs, ensure the hugs. Quality is everything.
        Chris Gafney
        Chris Gafney
        Ensign
        Aug 14, 2025 12:45 AM UTC

        Hi ShiftSyncers đź‘‹

        You ask fantastic questions during webinar Q&A sessions, and we realized the answers are helpful to the entire community. 

        From now on, we’ll be sharing some of these Q&A snapshots here so everyone can benefit.

        Today’s question is:

        When AI tests fail, what debugging approaches do you recommend? How can we determine if the issue is with the test itself, the model, or the data?


        Watch the full webinar here

         

        Perfect Session by ​@executeautomation ,

        Kudos to the team ​@PolinaKr 

         

        Thanks,

        Ramanan 

        True Ramanan

          Ramanan
          Ramanan
          Ace Pilot
          Aug 14, 2025 12:46 AM UTC

          Hi ShiftSyncers đź‘‹

          You ask fantastic questions during webinar Q&A sessions, and we realized the answers are helpful to the entire community. 

          From now on, we’ll be sharing some of these Q&A snapshots here so everyone can benefit.

          Today’s question is:

          When AI tests fail, what debugging approaches do you recommend? How can we determine if the issue is with the test itself, the model, or the data?


          Watch the full webinar here

           

          Perfect Session by ​@executeautomation ,

          Kudos to the team ​@PolinaKr 

           

          Thanks,

          Ramanan 

          True Ramanan

          🙂

          Hunt the bugs, ensure the hugs. Quality is everything.
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