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AI Productivity September 21, 2026 Read Full Article • 16 min read

5 Best Project Tracking Software Tools in 2026

Compare the best project tracking and project management software of 2026 for planning, collaboration, reporting, automation, and team visibility.

September 18, 2026 Read Full Article • 14 min read

5 Best Robot Lawn Mowers in 2026

Compare the five best robot lawn mowers of 2026 for small yards, large lawns, steep slopes, clean edges, and wire-free setup.

AI Devices September 18, 2026 Read Full Article • 14 min read

8 Best Smart Rings in 2026: Oura, Galaxy Ring & More

Compare the 8 best smart rings of 2026 for sleep, recovery, fitness and women's health, including battery life, subscriptions, compatibility, pros and cons.

AI News

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Sep 21, 2026

8 insights from the ‘Certinia at Dreamforce’ event: AI resets the economics of professional services

At the Certinia at Dreamforce event, industry leaders highlighted how artificial intelligence is disrupting traditional professional services economics by shifting billing models from time-and-materials toward fixed-bid and value-based pricing. As AI automates routine tasks, project scoping, and resource management, service providers can complete engagements faster and with greater margin predictability. However, this efficiency gain reduces billable hours, forcing firms to redefine productivity metrics around delivery outcomes rather than labor time. To adapt successfully, professional services organizations must modernize their operational infrastructure, adopt advanced analytics for risk management, and align software systems to capture value from AI-driven automation.

This NATO-backed drone AI picked its own target and struck it, but relied on a human-drawn map to do so

A NATO-backed defense trial demonstrated an AI-driven drone that successfully identified and struck a target autonomously. While the system made real-time engagement decisions during flight without direct human intervention, it relied on operational boundaries and mission maps drawn by human operators beforehand. The test highlights the advancing capabilities of autonomous military software while demonstrating that human oversight remains essential for establishing geofencing, safety parameters, and operational constraints.

How AI Chatbots Are 'Deskilling' Human Empathy

MIT professor Sherry Turkle warns that reliance on AI companions and chatbots is replacing genuine human relationships with digital substitutes that demand no real vulnerability or effort. Speaking on 404 Media's podcast, Turkle explains that while conversational AI offers frictionless comfort and simulated empathy, it risks deskilling people in essential human emotional capacities like patience, listening, and resolving interpersonal conflict. As users increasingly turn to AI for friendship, therapeutic conversations, and romance, society faces a shift toward artificial intimacy that threatens authentic social connection.

1.58-million-staff Amazon will soon have more Nvidia GPUs than employees — AWS to buy more than 3 million additional chips before 2029 in addition to thousands of existing H100, H200

Amazon Web Services plans to acquire more than three million additional Nvidia GPUs by 2029, expanding its cloud infrastructure well beyond its thousands of existing H100 and H200 processors. With Amazon’s global workforce standing at approximately 1.58 million employees, the chip expansion means the enterprise will soon operate significantly more AI accelerators than staff members. The massive hardware investment aims to keep pace with surging enterprise demand for artificial intelligence training and inference workloads, reinforcing AWS’s position in the high-performance computing market alongside its proprietary Trainium and Inferentia chips.

Discover what’s next: 5 days left to save up to $200 on your TechCrunch Disrupt 2026 ticket

TechCrunch Disrupt 2026 is offering ticket discounts of up to $200, with five days remaining before the early pricing deadline. The annual conference brings together founders, investors, and tech leaders for keynotes, networking, and startup showcases. Securing tickets before the promotion ends allows attendees to access specialized programming across emerging tech sectors, including artificial intelligence, fintech, and venture capital.

Kairos Power gets up to $100M from Samsung group to build nuclear reactor for Google

Kairos Power has secured up to $100 million from Samsung C&T to advance the commercial deployment of its fluoride salt-cooled small modular nuclear reactors. The investment supports Kairos's agreement to supply clean, round-the-clock electricity to Google's data centers as rising artificial intelligence workloads drive up energy demand. Under the partnership, Samsung will contribute engineering and construction capabilities to help scale reactor manufacturing and project execution, highlighting how major tech companies are increasingly turning to nuclear energy to achieve zero-carbon commitments while supporting power-intensive infrastructure.

People are using ChatGPT for much more than writing and research — these are the 7 ideas I want to steal

Users are increasingly leveraging ChatGPT beyond standard writing and research tasks for practical daily problem-solving. The author highlights seven creative applications discovered from power users, including generating personalized meal plans based on existing pantry items, building custom workout routines, roleplaying job interviews or difficult conversations, and planning detailed travel itineraries. Other innovative uses include getting tailored gift recommendations, summarizing complex personal documents, and using the chatbot as an interactive personal tutor. These applications demonstrate how conversational AI can serve as a flexible assistant for daily logistics and skill development.

Hackers find huge security flaw in Flock’s surveillance cameras and extract 1.6 million images and 27,000 videos from just one device — and the company’s terrible reputation means many employees are looking to jump ship

Security researchers discovered a major vulnerability in Flock Safety's surveillance cameras, allowing hackers to extract 1.6 million images and 27,000 videos from a single device. The flaw exposed vast amounts of captured license plate and vehicle tracking data, raising severe privacy and cybersecurity alarms. Compounding the technical failure, ethical concerns and public backlash surrounding the company's law enforcement surveillance network have severely damaged internal morale, driving many employees to seek job opportunities elsewhere.

E-waste from AI boom and building data centers could stretch six times around the Earth by 2050, report warns

Rapid expansion of generative artificial intelligence could trigger a massive surge in electronic waste as data centers frequently replace hardware to support growing computational demands. A study published in Nature Computational Science estimates that AI-driven e-waste could reach up to 2.5 million metric tons annually by 2030, fueled by short hardware lifecycles for specialized chips and GPUs. This rapid turnover threatens to discard valuable critical minerals while generating hazardous electronic debris. Researchers emphasize that implementing circular economy measures, such as extending server operational lifespans and repurposing older chips for secondary tasks, could reduce cumulative e-waste by up to 86%.

Oura’s $2.2B IPO is mostly a payday for existing shareholders

Smart ring maker Oura has filed for a $2.2 billion initial public offering, with financial filings indicating that the majority of proceeds will flow to existing shareholders liquidating their stakes rather than toward company growth. The transaction structure means current investors and early stakeholders will capture most of the payout, leaving Oura with relatively limited primary capital to expand its health-tracking platform. While the listing highlights strong investor interest in wearable health technology, the heavy insider selling limits the direct capital influx for future product research and hardware development.

Show HN: Mini-AGI – Dynamic continual learning model trained on 8GB VRAM

Mini-AGI is an open-source experimental project designed to explore dynamic continual learning in neural networks using consumer-grade hardware with as little as 8GB of VRAM. Rather than relying on static architectures that suffer from catastrophic forgetting during sequential training, the project introduces mechanisms for dynamic model capacity adaptation, enabling continuous learning on new data streams. By lowering the hardware barrier for continual learning research, Mini-AGI allows independent developers and small labs to experiment with lifelong learning models without requiring high-end data center GPUs.

AWS debuts Strands Harness, an open-source AI agent that can be deployed in any environment

Amazon Web Services has introduced Strands Harness, an open-source artificial intelligence agent framework designed to execute autonomous AI agents across diverse infrastructure, including cloud platforms, on-premises servers, and edge devices. The framework allows developers to build model-agnostic agentic workflows that integrate with various large language models and enterprise tools without vendor lock-in. By offering standardized orchestration, secure execution runtimes, and observability features, Strands Harness enables organizations to deploy adaptable AI agents directly within their existing operational environments.

Accelerating AI adoption and governance amid an AI slowdown

As enterprise AI adoption transitions from initial hype to broad deployment, organizations are encountering hurdles around data quality, security, risk management, and ROI justification. This shift has led to a perceived slowdown, prompting companies to prioritize robust data governance frameworks over rapid experimentation. Establishing clear compliance protocols, data lineage, and privacy controls enables enterprises to mitigate regulatory and operational risks while building scalable AI capabilities. By aligning governance strategies directly with business objectives, organizations can successfully move past fragmented pilot projects toward reliable, enterprise-grade AI implementations.

Multi-agent AI systems are taking over supply chain execution

Multi-agent AI systems are transforming supply chain management by shifting operations from static planning to real-time, autonomous execution. Unlike legacy enterprise systems that primarily record data and offer passive visibility, multi-agent networks deploy specialized AI agents to handle distinct operational tasks—such as inventory rebalancing, exception management, and logistics negotiation. Operating as an orchestration layer on top of existing enterprise software via APIs, these agents continuously communicate and resolve operational bottlenecks without requiring manual human intervention, allowing organizations to reduce delays, lower buffer stock, and increase overall supply chain agility.

The Insta360 Link 2 Pro is genuinely one of the best webcams I've ever reviewed—but the high price may turn away some potential buyers

The Insta360 Link 2 Pro delivers exceptional 4K video quality and strong low-light performance powered by a 1/2-inch sensor and AI-driven 2-axis gimbal tracking. Its companion software offers customizable background blur, gesture controls, and AI noise suppression to refine video calls and live presentations. While its precise auto-framing and crisp image clarity offer significant advantages for content creators and remote professionals, the webcam's premium price point makes it a substantial investment for everyday users.

T-Mobile is giving away the 2026 Motorola Razr for free — how to claim

T-Mobile is offering the Motorola Razr for free to new and existing customers who add a line on qualifying unlimited plans. The discount is applied as 24 monthly bill credits over a two-year installment agreement, reducing the device cost to zero for active accounts. The foldable smartphone features a compact design, a functional quick-view external display, upgraded camera hardware, and integrated Moto AI capabilities for image editing and smart assistance. To claim the offer, shoppers must purchase the device on a 24-month payment plan with an eligible T-Mobile line.

Hands-on with Googlebooks: Acer, Asus, Dell, HP, and Lenovo flagships

Google has introduced standardized hardware criteria for its Chromebook Plus category, partnering with manufacturers Acer, Asus, Dell, HP, and Lenovo to offer higher-performance laptops starting at $399. The mandatory specifications include at least 8GB of RAM, 128GB of storage, 1080p webcams, and faster processors. Built-in Google AI features are central to the new lineup, incorporating photo editing tools like Magic Eraser alongside AI-driven video calling enhancements such as background blur and noise cancellation. The initiative provides budget-conscious buyers with upgraded multitasking power and smart software capabilities.

MSI Cyborg A15 creative laptop with Ryzen 7 performance, RTX 5060 graphics and upgradeable DDR5 memory gets a $250 price cut at Newegg and I can't find it cheaper anywhere else

Newegg has reduced the price of the MSI Cyborg A15 creative laptop by $250, offering the lowest price currently available across major retailers. The system features an AMD Ryzen 7 processor alongside Nvidia GeForce RTX 5060 graphics, providing robust performance for creative software, gaming, and AI-accelerated workflows. It also includes user-upgradeable DDR5 memory, allowing easy RAM expansion to handle memory-heavy workloads over time. This deal lowers the barrier to entry for creators needing discrete graphics power and versatile hardware on a budget.

I really wanted to love the new Dell XPS 13, but Dell, we need to have a serious chat about your RAM choices

The updated Dell XPS 13 delivers strong processing performance, premium build quality, and exceptional battery life, but restrictive memory options significantly compromise its value. Dell's reliance on soldered RAM prevents users from upgrading memory after purchase, while offering lower baseline RAM capacities and imposing steep price increases for higher memory tiers. Although the laptop excels in portability, display visual quality, and handling AI-accelerated workloads with its integrated NPU, prospective buyers must carefully evaluate their long-term memory requirements upfront to avoid performance constraints.

Our favourite free graphics suite gets supercharged as Canva's Affinity gets a flurry of upgrades in a bid to rival Adobe

Canva has rolled out significant updates across its Affinity creative suite—including Affinity Photo, Designer, and Publisher—introducing expanded toolsets, performance optimizations, and deeper integration across platforms to challenge Adobe Creative Cloud's dominance. The upgrades bring enhanced vector editing, improved typography controls, and streamlined workflow tools designed for professional creators and educators. By combining Affinity's perpetual license model and Canva's cloud-based visual platform, the updates aim to provide a comprehensive, cost-effective alternative to subscription-heavy design software without compromising on high-end performance.

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