
OCP DCF - Technology Cooling System (TCS) Pipe Distribution Workstream Call (Mar 12, 2026)
The Open Compute Project’s Technology Cooling System (TCS) Pipe Distribution workstream convened on March 12, 2026 to address the massive liquid‑cooling infrastructure required for next‑generation AI data centers. Speakers highlighted that the projected AI “tsunami” – hundreds of megawatts of GPU‑intensive training – translates into 700‑800 miles of pipe, demanding a shift from on‑site fabricated systems to a modular, pre‑cleaned deployment model. Key insights included the dominance of cold‑plate cooling for high‑density GPU racks, the stark cost of commissioning delays—estimated at $300 million per week for a 100‑MW deployment—and the need to differentiate cooling designs for inference workloads versus training workloads. The workstream also reviewed pipe material trade‑offs, filtration standards, and fluid‑quality controls, while emphasizing that a standardized “Lego‑kit” approach could serve both use cases. Don Mitchell, a veteran of Schneider and former submarine officer, underscored the urgency, noting that traditional job‑site fabrication cannot keep pace with AI demand. Ricardo from Infinian added a telecom perspective, pointing out that distributed inference may require less intensive cooling, while the OCP Academy and the upcoming Barcelona summit were presented as platforms to disseminate best‑practice curricula and accelerate industry alignment. The implications are clear: modular, pre‑engineered cooling pipelines could shave weeks off deployment cycles, dramatically reduce financial exposure, and enable data‑center operators and telecom carriers to scale AI services reliably. Standardization through OCP’s guidelines and educational programs promises to lower barriers to entry, foster interoperability, and accelerate the broader adoption of liquid‑cooled AI infrastructure.

The Future of Open-Source Contributions in the AI Age
The Day2 DevOps episode explores how large language models are reshaping open‑source development, featuring Honeycomb technical fellow Liz Fong Jones. She explains why the traditional pull‑request model is under strain as AI makes code cheap to produce. Jones argues the difficulty curve has...

Sodexo Launched an Ottonomy Delivery Robot to Serve Remote Workers
Sodexo has rolled out its first autonomous delivery robot, dubbed Autobot, in the remote Pilbara villages of Western Australia. The launch follows the company’s autonomous store pilot introduced last year and marks the first such robot deployment in the country. The...

CellTransformer | AI Model Mapping the Mouse Brain in 1,300 Regions
Researchers at UCSF and the Allen Institute unveiled CellTransformer, an AI model that automatically classifies roughly 1,300 distinct regions of the mouse brain, leveraging the scale of modern neuroscience datasets. The system ingests multimodal data—single‑cell RNA sequencing, spatial transcriptomics, and epigenomic...

NEW: Inside ServiceNow’s $10B Go-to-Market Engine with Paul Fipps
ServiceNow’s president of global customer operations, Paul Fipps, walked viewers through the company’s $10 billion go‑to‑market engine, a platform that has driven more than 20% annual growth for five straight years. The firm expects its customers to run roughly $80 billion in workflows...

AWS IAM Explained in 60 Seconds
The video delivers a rapid overview of AWS Identity and Access Management (IAM), positioning it as the foundational security layer that must be configured before any compute or storage services are launched. It explains that IAM creates user accounts for humans,...

Is It Really Impossible To Cool A Datacenter In Space?
Scott Manley examines whether a data center can be cooled in space using only radiation. He models a Starlink V3 satellite that dissipates roughly 20 kW of GPU power and shows that, under Stefan‑Boltzmann physics, a flat radiator operating at about...

Is AI Going to Take Over Data Engineering?
The speaker argues that AI will significantly affect data engineering but not fully replace it, using a crane-building analogy: AI is a tool that speeds work and increases productivity. While automation may reduce some roles, it can also expand capacity,...

The Enterprise Security Blind Spot in Agentic AI | Token Security’s Itamar Apelblat
The video features Itamar Apelblat, CEO and co‑founder of Token Security, discussing the emerging security blind spot created by agentic AI at RSA’s Innovation Sandbox. He frames AI agents as a new, non‑human identity class that traditional IAM solutions don’t...

Black Hat USA 2025 | ECS-Cape – Hijacking IAM Privileges in Amazon ECS
The Black Hat talk unveiled a critical flaw dubbed “EC escape” that lets a single container running on an Amazon ECS‑EC2 instance hijack IAM credentials of every other container on the same host. By abusing the internal Agent Communication Service...

High-End Branding for Non-Designers
The video walks Shopify merchants through turning a basic product page into a high‑end branded storefront without hiring designers. It stresses using a repeatable structure—matching the homepage to the flagship product, swapping generic banners for seasonally relevant visuals, and fine‑tuning opacity...

AI Reinforces Your Bias
The video highlights how generative AI assistants tend to mirror and amplify the language users feed them, effectively reinforcing personal biases. Using a simple coding example, the speaker demonstrates that when they repeatedly praise “for loops,” the model begins to...

Why Cash Still Wins: NamSys CEO Explains How This Tiny SaaS Is Dominating Cash Processing
The interview with NamSys CEO Jason Siemens centers on the company’s niche SaaS platform that streamlines cash management and transportation in an increasingly digital payments world. NamSys digitizes the entire cash supply chain—from retailer cash balancing to truck‑based pickup, secure...

Is TrueNAS Going Closed Source? DEFENDING iXsystems!
TrueNAS users are reacting to iXsystems' recent announcement that public build scripts will no longer be part of the development pipeline. The company says the move shifts compilation internally while preserving the open‑core philosophy. The plan introduces three distinct offerings: a...

No APIs, No AI: How Software Engineering Must Change
Gartner’s latest ThinkCast episode argues that scaling generative AI requires a fundamental redesign of software engineering. It outlines four team topologies that align engineering talent with AI‑centric product goals, and highlights platform engineering as a lever to lower cognitive load....

Memory System Design for AI/ML & ML/AI for Memory System Design - SRC AIHW Annual Review - 23.07.24
The SRC AIHW annual review highlighted a critical challenge in modern AI/ML systems: data movement consumes the majority of system energy, especially in large‑scale models running on edge TPUs where over 90% of power is spent on off‑chip interconnects. The...

Will Digital Identity Wallets Replace Bank Logins? | Netcetera
The video features Martina Forester of Netcetera discussing how upcoming EU regulations—PSD3 and the European Digital Identity (eID) wallet—could reshape the way consumers access banking services, potentially replacing traditional login credentials with a unified digital identity. She explains that PSD3 will...

Stay Warm with a Heat Pump
The video highlights the rapid rise of electric heat pumps in cold‑climate markets, noting that Norway, Finland and Sweden now boast some of the world’s highest adoption rates. Historically, heat pumps struggled in sub‑zero conditions, but recent advances have changed...

Harvard Design Engineering Alumni Ask: How Will AI Change Fashion?
Harvard Graduate School of Design alumni Yichien and Wembo Zang unveiled Upstyle, an AI‑driven mobile platform that transforms a user’s existing closet into a source of new outfits, aiming to curb the fashion industry’s staggering waste. The app leverages image‑recognition to...

The 18th European Space Conference: Dreaming of European Boots on the Moon
The 18th European Space Conference in Brussels served as a barometer for Europe’s ambitions in the new lunar race. Delegates celebrated a historic €22.3 billion pledge to the European Space Agency, the largest ever matching of ESA’s budget, and used the...
![Can You Trust AI for Brand Decisions? [VIDEO]](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://i.ytimg.com/vi/j3gD9Q7QR1o/maxresdefault.jpg)
Can You Trust AI for Brand Decisions? [VIDEO]
The webinar, hosted by the Content Marketing Institute and TMRE, examined whether artificial intelligence can be trusted for brand‑making decisions, using a real‑world case study from women’s health brand Sain Health. Joan Carter, CMO, and Yogesh Chabda, AI specialist,...

Zimacube 2 NAS REVEALED
The video announces the retail debut of the Zimmer Cube 2, the latest iteration of the brand’s DIY‑friendly NAS line that began with the original Cube and Cube Pro. Positioned as a direct‑to‑consumer product, the Cube 2 retains the six‑bay chassis, adds a...

How to Turn One Long Video Into a Month's Worth of Content in 60 Minutes
The video explains how a single long‑form recording can be transformed into a month’s worth of marketing assets in roughly an hour, leveraging AI‑driven repurposing workflows. By feeding the original file into tools like Opus Clip or Descript, creators automatically generate...

The Leaderboard 'You Can't Game,' Funded by the Companies It Ranks | Equity Podcast
The Equity podcast episode spotlights Arena, the de‑facto public leaderboard that ranks frontier large language models (LLMs) and emerging AI agents. Founded by former Berkeley PhDs Anastasios Angelopoulos and Wayland Shen, the platform evolved from a research prototype called Chatbot...

I Typed 4x Faster Like This...
The video showcases a 24‑hour challenge using Typus, an AI‑powered voice‑to‑text platform that promises to make typing up to four times faster. The creator tests the software on everyday tasks—responding to emails, brainstorming video schedules, and even drafting casual text...

Build Memory-Aware Agents
The video announces a new training course, "Build Memory‑Aware Agents," created in partnership with Oracle and taught by Richmond Alak and Nacho Martinez. It positions memory as the missing piece that converts a stateless large language model into an agent...

Ditch the Security Snapshots. Why TripleKey Says Point-in-Time Audits Must End.
The discussion centers on abandoning point‑in‑time security audits in favor of continuous, real‑time monitoring for health‑care organizations. Patrick McIll of Community Health Network and John Brown of TripleKey argue that static snapshots are akin to a clean house that quickly...

DevOps to DevSecOps in 9 Hours | Practical Learning
The video is a ten‑hour, seven‑part series that walks DevOps engineers from zero to hero in DevSecOps, covering introductions, Git/GitHub, Terraform, container security, Kubernetes, emerging tools, and a capstone three‑tier project. Abishek stresses that DevSecOps is not a separate role but...

AI’s Next Frontier with Dr. Kyunghyun Cho
The episode of AI Grand Rounds features Dr. Kyunghyun Cho, a leading figure in machine translation and protein engineering, discussing how artificial intelligence is expanding into molecular biology. He explains that extracting meaning from text in natural language processing is...

Cam Harvey: AI and the Decoupling of Jobs From Economic Growth
Cam Harvey’s latest "Through The Noise" episode centers on the historic release of Anthropic’s Claude 4.6—an AI model written entirely by other AIs—signaling the first large‑scale instance of recursive self‑improvement. He argues this breakthrough decouples traditional employment trends from economic growth,...

🔴 Mar 18's Top Cyber News NOW! - Ep 1091
The episode of Simply Cyber’s Daily Cyber Threat Brief aired March 18, 2026, hosted by Dr. Gerald Ogier, delivering eight top cyber stories, with a spotlight on the U.S. Department of Energy’s upcoming cyber strategy for the energy sector. The DOE...

Your Samsung Device Has a Super-Useful Hidden Wi-Fi Menu 🤓
Samsung’s recent S26 Ultra (and other Galaxy devices) hides a powerful Wi‑Fi diagnostics suite called Connectivity Labs. Users can unlock it by opening the Wi‑Fi settings, tapping the three‑dot menu, selecting Intelligent Wi‑Fi, and repeatedly tapping the version number until...

5 FREE Machine Learning Courses with Certificates (Start Now!)
The video highlights five free machine‑learning courses that award certificates, targeting beginners to professionals. It outlines each program’s unique angle—Google Cloud’s production‑grade pipeline, Analytics Vidya’s data‑science workflow, FreeCodeCamp’s project‑based Python/TensorFlow labs, Kaggle’s interactive notebooks with real datasets, and Microsoft Azure’s...

Five AI Projects for 2026
The video presents five production‑grade AI projects that aspiring engineers can build in 2026, drawing directly from ATL Technologies’ consultancy work for US and UAE clients. Each project showcases a different architectural pattern—RAG with guardrails, voice‑first agents, multi‑agent coding assistants,...

Nvidia CEO Predicts $1 Trillion in AI Chip Sales Through 2027, Doubling Outlook #AI #news
Jensen Huang, Nvidia’s chief executive, used the latest GTC platform to announce an aggressive new revenue target: at least $1 trillion in AI‑chip sales through 2027. The projection doubles the $500 billion high‑confidence demand he cited a year earlier for the company’s...

Deep Learning Interview Questions and Answers | Complete DL Interview Prep Guide
The video serves as a comprehensive interview guide, walking candidates through deep learning fundamentals—from the distinction between traditional machine learning and neural networks to advanced architectures like transformers. It emphasizes that interviewers probe conceptual understanding, not just buzz‑word recall, and...

How I Freed My Fridays with AI | Mindvalley AI Summit 2026
At the Mindvalley AI Summit 2026, a founder revealed how he liberated his Fridays by delegating most of his daily workload to a suite of specialized AI agents, turning a typical founder’s grind into a more balanced schedule. He outlined five...

CS50 for Business - Lecture 4 - Approaching Artificial Intelligence
In Lecture 4 of CS50 for Business, David Malan and Brian Yu introduce the fundamentals of artificial intelligence, outlining its core purpose, capabilities, and constraints. They frame AI as a set of techniques that enable computers to interpret inputs—such as...

Maersk’s S$200 Million, Fully Automated Warehouse Opens in Singapore
Maersk has inaugurated a S$200 million fully automated warehouse in Singapore, marking the company’s largest single‑site investment in the region. The 30,000‑square‑metre facility combines robotics, AI‑driven inventory management and real‑time data integration to process thousands of containers daily, reinforcing Singapore’s status...

Does the UK Need More North Sea Gas Licenses?
The video examines whether issuing additional North Sea oil and gas licences would benefit the United Kingdom, a claim championed by the Conservatives, Reform UK and parts of the press since the Iran‑Ukraine war. It argues that production is run by...

DDR5's "Lifetime Warranty" Gets EXPOSED.
DDR5 memory's soaring prices and ambiguous warranty terms have sparked a consumer backlash, highlighted by a recent Australian case. The video examines how DDR5 kits have jumped roughly five times their price within six months, while manufacturers continue to offer...

Security a Moving Target CIO Talk Network
The CIO Talk Radio episode frames security as a moving target, emphasizing that organizations must constantly balance the cost of protection against the inevitability of threats. Guest Bethar draws on three decades of experience, comparing modern cyber‑risk to the retail...

Webinar Replay: The State of Legal Tech – An End to the Status Quo
The webinar, hosted by Caroline Hill and featuring Cleo’s senior director Robin Chesterman, unpacked findings from Cleo’s new "State of Legal Tech" report, which surveyed more than 2,000 legal professionals across the UK and Australia. The discussion centered on persistent...

10 Things to Know Before You Deploy Your First AI SDR
The podcast episode walks listeners through the ten essential considerations before rolling out a first‑generation AI‑powered Sales Development Representative (AI SDR). It frames the discussion around common missteps made by startups, scaling firms, and even multi‑billion‑dollar enterprises that either expect a...

🤖 The Impact of AI on Sales 💬
The video spotlights a “measurement crisis” in AI‑driven sales, noting that 39% of sales organizations have never asked customers how they feel about AI‑assisted interactions. Data presented shows a net perception split: only 27% of respondents view AI‑enabled sales positively, while...

How AI Will Disrupt Legacy Software Companies
The video examines how artificial intelligence is poised to upend established software vendors, contrasting AI‑native startups with legacy firms that built their products before the AI boom. It argues that AI can be a powerful catalyst if incumbents adapt, but...

What Does It Take to Lead Cybersecurity Today? #TechEvent
The video centers on modern cybersecurity leadership, especially for CISOs operating in the public sector, and how they must adapt to rapid technological change while maintaining regulatory compliance and public trust. Terrence, a veteran with fifteen years across private and...

How Communities Around the World Are Adapting to Climate Change Using Technology
The video highlights how technology‑enabled data platforms are helping rural communities worldwide adapt to accelerating climate change, focusing on a village‑level advisory system for farmers. By aggregating real‑time weather, soil moisture and market data, the platform delivers actionable recommendations that raise...

How Cloud Eliminates the ‘Peaks and Valleys’ of IT Spending
The video explains how moving IT workloads to the cloud eliminates the traditional "peaks and valleys" of capital‑expenditure spending, a challenge especially acute for health‑care organizations that must plan large, infrequent hardware refreshes. By shifting from a capex‑heavy model to...

Executive Interview Redefining the Data Platform for Healthcare with Chris Kopinski
The interview announces Pure Storage’s transformation into Everpure, a shift from a pure‑hardware storage vendor to a comprehensive data platform provider for healthcare. The new name blends the legacy "pure" pedigree with an "evergreen" commitment to continuous, always‑on service, signaling...