IT, Cloud & DevOps Blog

Cracked water droplet - Arizona water under strain from data centers

AI Has Come for Arizona’s Water

Nearly 5 million gallons a day flows from Phoenix’s municipal supply into a gray campus at the edge of the desert. That is the standing offering that TSMC’s chip fabs take from Arizona water resources – and, for reasons that would have been unimaginable a decade ago, the semiconductor giant is the beloved customer. A […]

Read more
Human in the Loop 4.0 - human in the loop 4 0 a closed loop with human hand

Human in the Loop 4.0: How Human Feedback Guides the AI Approach That Automates About 84% of Decisions

A four-year study of 475,000 procurement decisions found that targeted automation executes about 84% of recommendations while keeping three times more human improvements than random automation. We unpack the study behind Human in the Loop 4.0, the four-step routing method, the RLHF-to-4.0 lineage, the governance rules converging on the same idea, and a practical playbook — plus the failure modes that turn a learning loop back into theatre.

Read more
Nvidia open transcription model - vintage studio microphone standing for voice AI in vogue

Voice AI in Vogue: Nvidia Releases New Open Transcription Model

Nvidia open transcription is now live: Nemotron 3.5 ASR Streaming 0.6B transcribes 40 language-locales in real time, sustains up to 240 concurrent streams per H100 at 80ms latency, and ships under an OpenMDW-1.1 license for commercial use. We unpack the cache-aware FastConformer-RNNT architecture, the three language tiers, the Granary-v2 data push behind it, how it compares with Parakeet, Canary and Whisper, and the pilots voice teams should run first.

Read more
Lit match with a small flame, standing for AI-generated ideas striking fast

AI-Generated Ideas Come Fast — but Working With People Leads to More Creative Ones

Chatbots deliver fifty plausible ideas before the kettle boils, yet experiments keep finding that pairs of people out-creative pairs that include an AI. We unpack the 2024 Science Advances story study, the Journal of Creative Behavior partner comparison and the pre-registered 2026 Computers in Human Behavior trial, explain the collective homogenisation risk, and give teams a sequenced playbook for blending AI-generated ideas with human collaboration.

Read more
CHAT