ai and deep learning

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MI
Michael Henderson
Asked on 12-05-2025

Are autonomous AI agents finally production-ready for enterprise deployment in 2026?

We've seen massive hype around over the last year, but as someone working in a large corporate environment, I'm still skeptical about their reliability. Are these agents actually production-re...
AI and Deep Learning
14468 views
votes
HE
Heather Miller
Asked on 12-05-2025

How to effectively reduce hallucinations in LLM outputs for enterprise use?

I am currently working on a customer-facing chatbot using a pre-trained LLM. However, I am seeing frequent "hallucinations" where the AI provides factually incorrect data about our specific ...
AI and Deep Learning
14398 views
votes
SA
Sarah Jenkins
Asked on 12-05-2025

How do we prevent our AI chatbot from hallucinating technical advice for enterprise clients?

We recently deployed a RAG-based AI chatbot to handle first-level technical support, but we are seeing cases where it "hallucinates" or makes up non-existent software patches. It's becom...
AI and Deep Learning
14409 views
votes
KE
Kevin Foster
Asked on 12-05-2025

Will local AI replace cloud-based LLMs for enterprise data privacy in the coming years?

Since the explosion of ChatGPT, everyone is talking about privacy. Is local AI the next big shift because it allows companies to run models on-site? I am curious if the trade-off in compute power is w...
AI and Deep Learning
15388 views
votes
TH
Thomas Reed
Asked on 12-05-2025

Why is the industry shifting focus toward AI inference performance over model training?

I've noticed a major trend lately where tech giants are prioritizing inference speed. As we move further into 2026, I keep seeing reports that is now the dominant part of the AI lifecycle. Is it j...
AI and Deep Learning
14418 views
votes
KA
Karen Miller
Asked on 12-05-2025

How to fix the "unexpected keyword argument" error in PyTorch Lightning Trainer?

I recently started migrating my deep learning research to PyTorch Lightning to reduce boilerplate, but I keep hitting a TypeError: __init__() got an unexpected keyword argument 'gpus' when ini...
AI and Deep Learning
5057 views
votes
TH
Thomas Wright
Asked on 10-05-2025

Moving from experimental AI pilots to production-grade Agentic Workflows: What are the best KPIs?

My company is transitioning from simple GenAI experiments to full autonomous agents that handle end-to-end procurement. We are struggling to define "success." Is it just about manual hours s...
AI and Deep Learning
13031 views
votes
AL
Alice Cooper
Asked on 05-05-2025

How to handle memory and state for long-running AI agent sessions?

I’m building a personal assistant agent that needs to remember user preferences over weeks of interaction. Standard buffer memory gets too expensive and loses focus. Should I be using a Vector D...
AI and Deep Learning
10556 views
votes
BR
Bradley Cooper
Asked on 05-05-2025

Best practices for creating custom validators in Guardrails AI for SQL generation?

I need to build a guard that prevents the LLM from generating 'DELETE' or 'DROP' commands in a Text-to-SQL tool. Has anyone successfully used Guardrails AI to enforce a read-only schem...
AI and Deep Learning
9312 views
votes
SC
Scott Ward
Asked on 22-04-2025

Using Flowise to automate Lead Scoring with a multi-agent system?

I want to build a system where one agent scrapes a LinkedIn profile and another agent compares that data to our ICP (Ideal Customer Profile). Can Flowise handle this kind of multi-agent collaboration?...
AI and Deep Learning
17326 views
votes

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