Latest AI, Crypto Trends, Insights and News Headlines for September 13, 2024

Latest AI, Crypto Trends, Insights and News Headlines for September 13, 2024

Lewis E. Farrell Lewis E. Farrell

Lewis E. Farrell

Sr. Marketing Consultant - AI - AGI - Blockchain / Crypto / FinTech at SingularityNET

发布日期: 2024年9月13日
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[Need a Marketing expert in AI, Crypto & Blockchain? CMO? Contact me.]

The MOST COMPREHENSIVE REVIEW of AI & Crypto Headlines you will read today!


KEY TRENDS & INSIGHTS FOR THIS WEEK

AI in Climate and Sustainability

AI-Powered Autonomous Driving

AI in Medical Advancements

Generative AI in Creative Industries

AI and Military Applications


All Your AI & Crypto News Headlines for Today …

TOP NEWS

Apple Intelligence servers are really basic, says Craig Federighi – and that’s deliberate

Deepak Chopra launched an AI digital twin that gives his advice on everything 'from sex to spirituality'

Forget GPT-5! OpenAI launches new AI model family o1 claiming PhD-level performance

Hasbro CEO Says AI Will Become Core Part of Dungeons & Dragons

Nvidia CEO Jensen Huang says AI chip shortage is making his customers tense and emotional

OpenAI Just Released Its Long-Awaited Strawberry Model

Oracle Unveils World’s First Zettascale AI Supercomputer with 131K NVIDIA Blackwell GPUs, Delivering 2.4 ZettaFLOPS for Training Advanced AI Workloads

Zoho Analytics Launches Custom Model Building Studio Powered by OpenAI

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ENTERPRISE

5 generative AI startups you need to know about

Hubbl Technologies and Swantide announce AI partnership to superpower Salesforce teams

New initiatives to help small businesses grow with AI

Revolutionising enterprise technology with artificial intelligence and automation

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$ INVESTMENT

OpenAI in fundraising talks that could value company at $150 billion

AI startup Poolside nears $3 billion valuation before ever releasing product - Fortune

Mastercard to Acquire Threat Intelligence Firm Recorded Future for $2.6 Billion

Blacklisted Chinese AI GPU champ Biren preps for IPO at $2.19B valuation

AI innovation or investor overreach? Inside Scott Dylan's bold new ￡100m venture

Blockchain music streaming startup Tune.fm raises $50M - SiliconANGLE

AI Company Smartcat Raises $43M Series C | Built In

Darkhive raises $21M to strengthen US drone ecosystem with secure software solutions - SiliconANGLE

Cerebriu raises €17.4m to expand MRI AI-driven accessibility across the Globe

Google Ventures-Backed Bounti Raises $16 Million for AI Teammate for Sales Teams

Autonomous AI sales agent startup Bounti Labs raises $16M in seed funding

Landbase unveils AI agent platform to transform go-to-market strategies, secures $12.5M in funding

Ed Tech Startup Behind L.A. Schools’ Failed $6M AI Chatbot Files for Bankruptcy

Campfire raises $3.95m for generative AI engine, Sprites | GamesIndustry.biz

Kyiv's Osavul secures €2.78M Seed to fight disinformation with AI - Tech.eu

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VCs / FINANCE / INVESTMENT

Artificial intelligence may boost profit margins 2% over next five years: BofA

CFOs: Why Your Team's Buy-In Is Key To Driving ROI From AI

Exploring AI Risks Reported in SEC Filings Can Be Helpful For Many Organizations, Including SMBs

Google is priming the AI pump with a little small business seed money

JPMorgan Chase Patent Highlights Risk of AI Bias in Banking

Meta Platforms: AI Spending Fully Supported By Strong Business Momentum

Nigeria begins AI push with Google-backed fund

Tech war: US-sanctioned Chinese AI chip rival to Nvidia, Biren Technology, plans IPO

Want To Maximize Your AI Investment? Find An AI Partner

What California's AI bills mean for digital health startups - Modern Healthcare

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CHATGPT / CHATBOTS / SEARCH

ChatGPT to the rescue?

ChatGPT: Everything you need to know about the AI-powered chatbot

Gemini Live AI now available for free on Android

Gemini’s chatty voice mode is out now for free on Android

OpenAI unveils o1, a model that can fact-check itself

This Chatbot Pulls People Away From Conspiracy Theories

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MODELS

A new AI model can predict some brain signals in fruit flies

Access Gemma on Hugging Face - google/datagemma-rag-27b-it · Hugging Face

AI Agents Form Complex Society in Groundbreaking Minecraft Experiment - CO/AI

Ai Model Toxicity Insights | Restackio

Building On Foundational AI Models

Cloudera Unveils New Suite of Accelerators for Machine Learning Projects (AMPs)

DataGemma: Google’s open AI models mitigate hallucination on statistical queries

Deploying Your Llama Model via vLLM using SageMaker Endpoint

Do Large Language Models Have a Subconscious?

Enhancing Sparse-view 3D Reconstruction with LM-Gaussian: Leveraging Large Model Priors for High-Quality Scene Synthesis from Limited Images

Evaluating Geometric Awareness in Large-Scale Vision Models for Long-Term Point Tracking

iRangeGraph: A Dynamic Approach for Enhancing Range-Filtering Nearest Neighbor Search Performance Through Efficient Graph Construction and Reduced Memory Footprint in Large-Scale Data Systems

Jina AI Released Reader-LM-0.5B and Reader-LM-1.5B: Revolutionizing HTML-to-Markdown Conversion with Multilingual, Long-Context, and Highly Efficient Small Language Models for Web Data Processing

LongLLaVA: A Breakthrough Hybrid Architecture Combining Mamba and Transformer Layers to Efficiently Process Large-Scale Multi-Modal Data with Unmatched Accuracy and Performance

MedUnA: Efficient Medical Image Classification through Unsupervised Adaptation of Vision-Language Models

MiniCPM3-4B Released by OpenBMB: A Versatile and Efficient Language Model with Advanced Functionality, Extended Context Handling, and Code Generation Capabilities

Mistral launches its first multimodal AI model called Pixtral 12B

OpenAI Likely to Release Orion Ahead of DevDay 2024

OpenAI unveils o1, a model that can fact-check itself

SambaNova Launches Fastest AI Platform with Llama 3.1 405B at 132 Tokens per Second

Strategic Chain-of-Thought (SCoT): An Unique AI Method Designed to Refine Large Language Model (LLM) Performance and Reasoning Through Strategy Elicitation

SuRF: An Unsupervised Surface-Centric Framework for High-Fidelity 3D Reconstruction with Region Sparsification

This AI Paper Introduces Data-Free Knowledge Distillation for Diffusion Models: A Method for Improving Efficiency and Scalability

Understanding the Hidden Layers in Large Language Models LLMs

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CODING

2 Open Source AI Tools That Reduce DevOps Friction - The New Stack

AI is becoming increasingly vital in software development

Arab News on LinkedIn: Arabic language AI models will improve output of developers in region…

BrainBox AI makes buildings greener and smarter with AWS Generative AI

EXULT Global Selects iLearningEngines' Low-Code AI Platform on Microsoft Fabric to Drive ...

Global open source community must for building safe, responsible AI: Industry

Introducing o1: OpenAI's new reasoning model series for developers and enterprises on Azure

Introducing UOMI: The disruptive L1 powering autonomous AI agents - VentureBeat

JFrog Brings Artifact Management And Software Supply Chain To NVIDIA NIM

NetSuite Enhances Analytics Warehouse With AI For Rapid Insights And Growth - FutureIoT

Responsible AI for Developers: Fairness & Bias | Google Cloud Skills Boost

Restb.ai brings AI and computer vision tech to 17 MLSs ... - Markets Insider - Business Insider

Salesforce announces Agentforce autonomous AI agent builder platform - SiliconANGLE

Synthetic Data in AI: The Future of Training Algorithms - AiThority

Tools and resources to build AI responsibly - AWS

Zoho Analytics Launches Custom Model Building Studio Powered by OpenAI

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HARDWARE

AI PCs Have Arrived: Shipments Rising, Competition Heating Up - Forbes

AMD Tries to Break NVIDIA’s CUDA Ecosystem with UDNA

Blacklisted Chinese AI GPU champ Biren preps for IPO at $2.19B valuation

Ericsson Launches IoT And In-vehicle Routers For Next-gen AI Applications - FutureIoT

Hardware industry confronts challenges and embraces opportunities from AI juggernaut - SiliconANGLE

Indian scientists develop ‘Brain on a Chip’ tech, say can democratise AI

Intel unveils Ultra 200V series of processors for AI-powered laptops and more

iPhone 15 Pro owners can use Apple Intelligence already thanks to the iOS 18.1 beta – here's how to install it

Nvidia CEO Jensen Huang says AI chip shortage is making his customers tense and emotional

Oracle Unveils World’s First Zettascale AI Supercomputer with 131K NVIDIA Blackwell GPUs, Delivering 2.4 ZettaFLOPS for Training Advanced AI Workloads

Samsung Begins Industry's First Mass Production of QLC 9th-Gen V-NAND for AI Era

U.S. gov may green light export of Nvidia's advanced AI processors to Saudi Arabia: Report

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CLOUD

A tech leader at Accenture shares how AI and cloud tools in the public sector can evolve with regulation: 'It's still the Wild West'

AI Readiness Requires A Unified Data Architecture

CloudWorld 2024: Oracle launches 50 new AI agents - Gadget

Differentiate generative AI applications with your data using AWS analytics and managed databases

How ZS built a clinical knowledge repository for semantic search using Amazon OpenSearch Service and Amazon Neptune

Saudi Arabia: SDAIA, Microsoft to set up AI Center of Excellence

Scaling Databases To Meet Enterprise GenAI Demands

The future of banking CX: Cloud to mobile AI

What CIOs Say Is In The Way Of Successful AI Implementation

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ROBOTS / DRONES

Bluepath Robotics Drives the Future of Automotive Manufacturing with Innovative ... - Newsfile Corp.

First urologist to perform Aquablation with HYDROS Robotic System shares his experience

Google DeepMind teaches a robot to autonomously tie its shoes and fix fellow robots

How learning robotics and AI shapes future problem-solvers - Express Computer

Industrial Robotics: From Assembly Lines to AI Dogs at JLR | Technology Magazine

JLR REVEALS 'ROVER', THE ROBOTIC GUARD DOG THAT USES AI TO SERVE AND PROTECT

Medtronic has a new chief medical officer for robotics, digital tech - MassDevice

Realbotix to Debut its Next Generation Robot at CES 2025 | RoboticsTomorrow

Richtech's mission is to transform the service industry through collaborative robotic solutions

Stretching the possibilities of soft robots with flexible electronics - Tech Xplore

The Role of AI in Autonomous Machinery and Robotic Operations - IDC

Why a former Google leader says AI-powered robots are still far away - Axios

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AVATARS / WEARABLES / NAME IMAGE LIKENESS (NILs)

Before He Died, James Earl Jones Signed Paperwork to Voice Darth Vader Using AI

BME's Joyita Dutta to Use Wearable Sleep Trackers, AI to Predict Early Signs of Alzheimer's

Can AI Imitate a Writer's Voice? Exploring AI vs. Human Creativity - Auto-GPT

Deepak Chopra launched an AI digital twin that gives his advice on everything 'from sex to spirituality'

Hume's AI Assistants Bring Emotional Intelligence to LLMs - CO/AI

I just had a conversation with Hume's new AI voice assistant — and I forgot it wasn't human

Joveo Unveils The First and Only Conversational AI Recruiting Assistant With a Complete In ...

Metaphysic Brings Slim Shady Back in AI-Powered Live Performance at VMAs | LBBOnline

Salesforce unleashes its first AI agents

ServiceNow Xanadu Now Integrated with AI Agents

These AI-equipped insoles will give you real-time coaching while you run

Use of AI to replicate voice of James Earl Jones for Darth Vader concerns actors

Vidyard Enhances AI Avatars To Help Better Personalize Video Outreach

We Need To Talk - On AI Companions, Social Connection & Human Agency | Cambridge, MA Patch

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MUSIC

Ai Music Creation with Ai Creativity | Restackio

AI Music Fraud Indictment Brings Scrutiny to Streaming Inflation

Atlanta music icon Jermaine Dupri talks AI: ‘Not good for our industry’

Bill Ackman - Artificial Intelligence & The Music Industry - YouTube

Generating Music using AI and Python! | by zhammad | Sep, 2024 - Medium

How AI Music Generation Helped Me Rekindle My Humanity — And Find My Voice

How AI Transforming Composition, Production & Mastering | FutureMind AI - YouTube

What are TIDAL Tools for Songwriters and why do they matter? - Hypebot

will.i.am on Why We're Worrying Too Much About AI Music - HipHopCanada.com

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ENTERTAINMENT

CCP Games reveals EVE Frontier, a blockchain-based survival game

Cybever Unveils Beta for AI-Powered 3D World Creation Platform, Advancing Its Mission to ...

Documentary filmmakers publish new AI ethics guidelines. Are news broadcasters next?

Entry-Level Staffers Are Most Susceptible to Disruption by AI, Animation Guild Says

Hasbro CEO says all his mates are using AI for their D&D games, which is apparently 'a clear signal that we need to be embracing it'

How Artificial Intelligence and Machine Learning Has Improved the Gaming Industry

PlayStation Hiring Machine Learning Engineer To Solve Diverse Tasks In Game Development

领英推荐

Roblox announces AI tool for generating 3D game worlds from text

Top 10 Most Creative Uses of AI in Game Development - YouTube

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VIDEO

Adobe Confirms Its New AI-Powered Video Generation Tool Launching By End Of 2024

Adobe previews Firefly video model with text and image to video capabilities

How Marketers Can Improve Short-Form Video Ads In The Age Of GenAI

Minimax AI Video Generator creates realistic character movements and more

Prime Video's new AI offerings aim to put the viewer in the QB's shoes

Text-to-video is coming to Premiere Pro as Adobe adds AI tricks to its video editor

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IMAGES

Here's How I Use DALL-E 3 to Create the Best AI Images From Text - MakeUseOf

How to Use Midjourney

Mistrals New AI Model Can Understand Images And Run Locally

Playground may be the simplest AI image generator yet - MSN

What is a photograph in the age of AI, according to Google

Why AI image editing isn’t ‘just like Photoshop’

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MARKETING

AI won’t replace marketers—but it will make their jobs easier

Brightcove Launches AI Suite to Boost Content and Revenue | Mirage News

Case Studies: Media success in the AI era

Charter taps AI to make customer service recommendations - Fierce Network

Consumers Embrace AI-Driven Personalization, Value Human Connection - Vision Monday

Facebook and Instagram are making AI labels less prominent on edited content

How AI Is Transforming Marketing Strategies in 2024?

How brands are taking the AI plunge and testing customer experiences - MarTech

Inside the NFL's AI innovation hub testing new marketing strategies | Ad Age

Is AI in Email Marketing Undermining Your Campaigns? - CMSWire.com

Meta is making its AI info label less visible on content edited or modified by AI tools

My 8 Favorite Real-World Uses for Creative AI Tools

NordicTrack and iFIT Revolutionise the Fitness Industry with AI in Campaign from AKQA

Shopsense AI Lens lets fans snap and shop as it makes debut at 2024 MTV Video Music ...

Workato? Launches Workato Agentic, Revolutionizing Work in the New Era of AI - Media OutReach

You Can Be the Star of Qatar Airways' Latest Ad from McCann - DesignRush

Zedge Marketplace Data Reveals Strong Consumer Preference for AI-Generated Content

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HEALTH / MEDICINE / LONGEVITY

10 Examples of Generative AI Solutions for 6 Global Health Challenges - ICTworks

A new AI model can predict some brain signals in fruit flies

AI Adoption in Healthcare [Series]

AI Adoption into Maternal Mental Health Care: Ethical Considerations | by Kuzaa - Medium

AI tool enhances cancer diagnosis by transforming standard tissue images

Cerebriu raises €17.4m to expand MRI AI-driven accessibility across the Globe

CMS seeks information on AI uses for health care ahead of 'demo days' - FedScoop

Details for: Applications of artificial intelligence in chemistry - Library, IISER Mohali

EBSCO Information Services' Clinical Decisions Joins Coalition for Health AI (CHAI)

Empathetic AI for Health Institute grows faculty and drives new discoveries

First urologist to perform Aquablation with HYDROS Robotic System shares his experience

GE HealthCare Introduces AI-Powered Cardiac Imaging Innovations

Genethon Unveils AI-Enhanced Gene Therapy for Muscle Diseases | Mirage News

HIMSS explores both the fear and hope of AI | Healthcare Finance News

Hippocratic AI Partners with Adtalem to Develop AI Training for Clinicians

How AI is Shaping Virtual Health Assistants | by Naima. M | Sep, 2024 | Medium

How August AI is helping users access reliable health information - YourStory.com

How early utilisation of AI can de-risk and accelerate clinical development

How much can AI help tackle the next pandemic? - BBC

How Unfold AI compares with other AI-based tools in prostate cancer - Urology Times

IBM Diagnostic Patent Highlights AI-powered Healthcare’s Data Issue

Indian scientists develop ‘Brain on a Chip’ tech, say can democratise AI

Iris Telehealth Launches Virtual Clinic and Iris Insights

ISCT: AI continues surge into CT imaging | AuntMinnie

Medtronic has a new chief medical officer for robotics, digital tech - MassDevice

Mount Sinai Health System and IBM Research Launch Effort That Leverages Artificial ...

MU researcher's AI model advances coronavirus drug development - KSMU Radio

Neural Notes: Why Harrison.ai thinks AI is the key to sustainable healthcare

New AI could find more than 1000 diseases before symptoms emerge - Nordot

New AI imaging technique enhances retinal disorder diagnosis - News-Medical

New AI Tool Predicts Adolescent Mental Health Symptoms | Mirage News

Reducing drug shortages: The power of AI in pharma supply chain management

Roche boosts digital pathology with AI and more briefs | MobiHealthNews

Sino Biological and BioGeometry Deepen Strategic Cooperation to Empower Protein R&D with Generative AI

The FDA granted Apple marketing authorization for the AirPods Pro 2 Hearing Aid Feature

The Human Touch: Why Human Transcriptionists Still Outperform AI in Healthcare

Top digital health funding: Generative AI company gets $25M boost - Modern Healthcare

What California's AI bills mean for digital health startups - Modern Healthcare

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REAL ESTATE /? PROPTECH

How AI and the Energy Transition are Redefining Real Estate Value - Thesis Driven

Ithaca's Real Estate Future: Artificial Intelligence Learning Algorithms - YouTube

New Perspectives on the Real Estate Market Based on Machine Learning and Artificial ...

Olawale Olaitan Shares Insights on AI Promises to Revolutionise Nigeria's Real Estate Sector

reAlpha's AI-Powered Platform Poised to Disrupt Real Estate Industry Amid Commission Changes

The AI Anywhere Real Estate uses to boost leads and listings - CIO

With The Effective End Of The 6% Real Estate Commission Standard, reAlpha's AI-Powered ...

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US GOVERNMENT

AI safety showdown: Yann LeCun slams California’s SB 1047 as Geoffrey Hinton backs new regulations

Lord introduces bill to regulate public sector AI and automation | Computer Weekly

Most Americans Distrust AI-Generated Election Information

Newsom being pressed to veto AI bill

Readout of White House Roundtable on U.S. Leadership in AI Infrastructure

This state is allowing AI to help rule on its unemployment claims

U.S. gov may green light export of Nvidia's advanced AI processors to Saudi Arabia: Report

Voters Lose Faith in AI: 64% Doubt Election Data From Chatbots Is Accurate

What California's AI bills mean for digital health startups - Modern Healthcare

White House extracts voluntary commitments from AI vendors to combat deepfake nudes

X's AI chatbot spread voter misinformation – and election officials fought back

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NON-US GOVERNMENT

‘We are reducing the barrier to entry with support for local Indian languages’: Adobe exec on how the Express app is bringing Gen AI features to a broad user base

Arab News on LinkedIn: Arabic language AI models will improve output of developers in region…

Blacklisted Chinese AI GPU champ Biren preps for IPO at $2.19B valuation

China wants to challenge the U.S. in AI — here's what Chinese giants are doing with the tech

E2E Network Prepares for AI Inference Market Boom in India

Europe’s privacy watchdog probes Google over data used for AI training

Google's AI Draws EU Privacy Watchdog Scrutiny

Ireland launches EU privacy probe into Google AI development | National - Derby Informer

Riyadh summit shines a spotlight on future of AI

Saudi AI summit explores development challenges, potential - Xinhua

Saudi: SDAIA signs MoU with IBM for AI Centre of Excellence - ZAWYA

U.S. gov may green light export of Nvidia's advanced AI processors to Saudi Arabia: Report

UAE: Can AI replace human therapists? - News - Khaleej Times

UK and others sign first ‘binding’ treaty on AI and human rights | Computer Weekly

Unlocking India’s Manufacturing Potential: Tips For Leveraging AI And Data

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REGULATORY / LEGAL

Bitcoin and NFTs may get greater legal protections as ‘personal property’ under proposed UK law

Exploring AI Risks Reported in SEC Filings Can Be Helpful For Many Organizations, Including SMBs

IBM Diagnostic Patent Highlights AI-powered Healthcare’s Data Issue

JPMorgan Chase Patent Highlights Risk of AI Bias in Banking

Microsoft Copilot to be integrated into Singapore's legal technology platform

Navigating The Growth And Governance Tension Around AI

To judge AI power, regulators do the math

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MILITARY

After nearly 5 years of litigation, Navy awards next system in advanced airborne electronic attack

BAE Systems to Support DARPA AI Airborne Combat Program - The Defense Post

DARPA awards Artificial Intelligence tactical autonomy contract to BAE Systems - AGN

From Principles to Action: Charting a Path for Military AI Governance

Oracle, Rafael Partner to Provide Cloud-Based AI to US Military - ExecutiveBiz

Pentagon using AI to modernize legacy code | DefenseScoop

Responsible AI in military summit highlights human control, endorsed by 61 countries

Seoul summit charts framework on responsible AI military use

Swarm Intelligence Geoffrey Hinton Insights | Restackio

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SECURITY

Hacker tricks ChatGPT into giving out detailed instructions for making homemade bombs

Harness AI to Deliver Smarter Security Awareness Training

Israel’s Cybersecurity Pedigree Shines as AI Challenges Take Center Stage

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AR / VR / METAVERSE / WEB3

Iris Telehealth Launches Virtual Clinic and Iris Insights

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OPINION / ETHICS

AI Can’t Replace Creativity, But Certainly Can Enhance It

AI vs. the Imperfect Human Brain

Balancing AI And Human Expertise: The Key To Impactful Digital Transformation

Documentary filmmakers publish new AI ethics guidelines. Are news broadcasters next?

Hardware industry confronts challenges and embraces opportunities from AI juggernaut - SiliconANGLE

How Lumen’s First Woman CEO Drives Giant A.I. Deals With a Culture of ‘Empathy’

IL residents can benefit from merging of solar and AI

Klarna Plans to 'Shut Down SaaS Providers' and Replace Them With Internally-Built AI. The Tech World Is Pretty Skeptical

Minimum Viable Ethics: From Institutionalizing Industry AI Governance to Product Impact

Responsible AI for Developers: Fairness & Bias | Google Cloud Skills Boost

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ENVIRONMENT

AI systems are gobbling up energy. Here’s what it may mean for the future of infrastructure.

AI Tool Helps Farmers Combat Crop Loss and Climate Change - NVIDIA Developer Forums

America Needs an Energy Policy for AI

BOE and Intel's Winning Display reduces power consumption by 65% using AI-driven 1 to 120 Hz dynamic refresh

High-Throughput Phenotyping of Soybean Biomass: Conventional Trait Estimation and Novel Latent Feature Extraction Using UAV Remote Sensing and Deep Learning Models | Plant Phenomics

Mr ChatGPT and other AI power players are going to the White House to discuss AI’s massive thirst for energy

Researchers improve strawberry cultivation with machine learning

Tech industry titans meet with White House officials to discuss AI energy needs

Using Artificial Intelligence to Combat Wildlife Crime | Wilson Center

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INDUSTRY

10 New AI Remote Jobs Hiring Now In 2024

AI Is Turning Phones Into Smarter Accessibility Tools. And It's Just Getting Started

How AI can raise morale for employees and 'break them free'

The Tightrope Of Adopting AI Without Sacrificing Employee Self-Worth

This AI Startup Wants To Change How You Buy Booze Online

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EDUCATION

Ed Tech Startup Behind L.A. Schools’ Failed $6M AI Chatbot Files for Bankruptcy

Students tend to rely on AI rather than learn from it, study finds

What is Generative AI (GAI)?

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RESEARCH

How an AI ‘debunkbot’ can change a conspiracy theorist’s mind

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CRYPTO

Bitcoin and NFTs may get greater legal protections as ‘personal property’ under proposed UK law

CUDOS considers joining ASI Alliance for decentralised AI growth | Bitget News

Revolutionizing Bitcoin Mining: The Power of Three-Phase Systems

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