cd /news/artificial-intelligence/how-data-operationalization-can-crea… · home › topics › artificial-intelligence › article
[ARTICLE · art-51266] src=machinebrief.com ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

How Data Operationalization Can Create 'Digital Twins' For Data

Ram Chakravarti writes in Forbes that data operationalization, combined with practical AI deployment, enables the creation of 'digital twins' for data, driving automation and autonomous systems.

read1 min views1 publishedJul 8, 2026
How Data Operationalization Can Create 'Digital Twins' For Data
Image: Machinebrief (auto-discovered)

By Ram Chakravarti, Forbes Councils MemberSource:

Forbes InnovationData operationalization, complemented by the pragmatic deployment of AI use cases with said data, is, at its core, a move toward automation and autonomous systems.

Data operationalization, complemented by the pragmatic deployment of AI use cases with said data, is, at its core, a move toward automation and autonomous systems.

Get AI news in your inbox

Daily digest of what matters in AI.

source & further reading
machinebrief.com — original article Wyoming tightens wastewater rules after Meta datacenter contractor flushed contaminated water ​Comprehension Debt: How AI Is Re-Creating The Legacy Code Problem In Months China tells devs to ditch Claude Code over 'backdoor code' fears
── more in #artificial-intelligence 4 stories · sorted by recency
── more on @ram chakravarti 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/how-data-operational…] indexed:0 read:1min 2026-07-08 · —