cd /news/artificial-intelligence/hallucinations-why-you-might-be-usin… · home topics artificial-intelligence article
[ARTICLE · art-82073] src=machinebrief.com ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

Hallucinations: Why You Might Be Using The Wrong Kind Of AI

Forbes Councils member Kunal Chopra argues that AI hallucinations stem from using the wrong architecture, urging leaders to distinguish between generative AI and discriminative AI to deploy each appropriately. Chopra notes that while generative models like large language models are prone to hallucination, discriminative models, such as those used for classification and prediction, offer higher accuracy and reliability for specific tasks. He advises organizations to match the AI architecture to the use case to mitigate risks and improve outcomes.

read1 min views1 publishedJul 31, 2026
Hallucinations: Why You Might Be Using The Wrong Kind Of AI
Image: Machinebrief (auto-discovered)

By Kunal Chopra, Forbes Councils MemberSource:

Forbes InnovationThe leaders who get AI right will be the ones who can tell one architecture from another—and deploy each where it earns its place.

Get AI news in your inbox

Daily digest of what matters in AI.

── more in #artificial-intelligence 4 stories · sorted by recency
── more on @kunal chopra 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
Live at https://your-agent.zahid.host
Get free account → Pricing
from €0/mo · no card required
LIVE [news/hallucinations-why-y…] indexed:0 read:1min 2026-07-31 ·