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Home/Questions/Page 27

Decode Trail Latest Questions

Asked: February 14, 2025In: Deep Learning

Why does my object detection model miss small objects even though it detects large ones accurately?

Shreya Jain
Shreya Jain

I trained an object detection model on a mixed dataset containing people, vehicles, and small objects like phones and traffic signs.The model detects large objects such as cars and people very reliably.However, it almost completely ignores smaller objects, ...

applied aiobject detection
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Asked: February 13, 2025In: MLOps

Why does autoscaling my inference service increase latency?

John Marston
John Marston

I enabled autoscaling to handle traffic spikes.Instead of improving performance, latency increased.Cold starts seem frequent.This feels counterproductive.

cloud mlopsmodel-deployment
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Asked: February 12, 2025In: Salesforce

Why do Salesforce changes feel risky in mature orgs?

Muhammad
Muhammad

Even small changes can cause outages. I want to understand why risk increases over time.

deployment
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Asked: February 9, 2025In: Salesforce

Why do Apex batch jobs fail intermittently without clear errors?

Frank Bishop
Frank Bishop

We run Apex batch jobs on a schedule, and most of the time they complete successfully. Occasionally, they fail without obvious errors or with inconsistent behavior. Rerunning the same job often works. I’m trying to understand why batch jobs behave ...

Apextest-classes
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Asked: February 9, 2025In: Salesforce

Why do Salesforce environments drift apart over time?

Jennifer Luigi
Jennifer Luigi

Sandbox and production start identical, but over time behave differently. Features work in one but not the other. Tracking differences is difficult. I want to understand why this drift happens.

Apexdeployment
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Asked: February 5, 2025In: Cybersecurity

Why does my web application pass all functional tests but still fail an OWASP security scan?

Samarth Mishra
Samarth Mishra

I’ve tested all major features and everything works as expected, but security scanners keep reporting issues.I’m trying to understand why these problems don’t show up during normal testing and what I might be missing?!

application-secuirtyowasp
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Asked: February 5, 2025In: AI & Machine Learning

How can prompt engineering cause silent failures in LLM applications?

Rijo Jose
Rijo JoseBegginer

prompt failure  

llmmodel-deploymentprompt-engineering
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Asked: February 2, 2025In: Salesforce

Why does Apex logic behave unpredictably when multiple triggers exist?

Huang
Huang

We have multiple triggers across related objects, each handling a specific requirement. Individually they work as expected, but together they sometimes produce inconsistent results. Debugging feels difficult because execution order isn’t obvious. I want to understand why trigger behavior becomes ...

Apex
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Asked: February 1, 2025In: Cybersecurity

Why does zero-trust adoption face internal resistance?

Radhika Sen
Radhika Sen

Security controls are technically sound, but teams push back.Workflows feel slower and more restrictive.I’m trying to understand how organizations manage this transition successfully.

cloud-securityzero-trust
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  • 9 Views
Asked: January 31, 2025In: Deep Learning

Why does my training crash when I increase sequence length in Transformers?

Sambhav Rathi
Sambhav Rathi

Short sequences work fine.Longer sequences cause GPU crashes.No code changes were made.Only input size increased.

transfomers
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