Pulse

Campbell Brown, former Meta news chief, has founded Forum AI to evaluate how large language models handle complex, high-stakes topics. The company recruits top experts to create benchmarks and trains AI judges to assess model performance, aiming for 90% consensus with human experts. Brown expressed concern that current foundation models are not prioritizing accuracy in news and information, citing examples of biased or contextually poor outputs from models like Gemini. She believes that enterprise demand for reliable AI, particularly in areas like finance and hiring where liability is a concern, could drive better AI development. AI

Midjourney and DALL-E are compared as AI image generators, with Midjourney favored for cinematic art and DALL-E for faster editing and text rendering. The comparison evaluates artistic quality, ease of use, API support, commercial workflows, and pricing. The choice between them hinges on specific user needs and workflow priorities. AI

Waymo's Co-CEO Tekedra Mawakana stated that while advancing autonomous driving from Level 2 to Level 4 is technically achievable by 2026, end-to-end AI models alone are not sufficient for this leap. She highlighted the necessity of integrating cloud-based foundation model distillation and language models to ensure safety and scalability. This approach aims to overcome the limitations of current AI systems in achieving higher levels of autonomy. AI

AI agents and APIs are significantly increasing the attack surface for identity security, moving beyond traditional human-user focused programs. Keeper Security CEO Darren Guccione highlights that current identity security measures have not kept pace with these advancements. This shift necessitates a re-evaluation of security strategies to address machine-speed threats. AI

In 2026, businesses are re-evaluating their AI tool adoption, focusing on solving core problems rather than chasing trends. Key pitfalls include over-automation, poor data quality, excessive complexity, and a lack of demonstrable return on investment. Meanwhile, AI is enhancing specific sectors like childcare by streamlining administrative tasks and personalizing care, with tools like Brightwheel and ChatGPT assisting educators. The design software landscape is also evolving, with Canva and Adobe Express competing on AI-driven features for speed and creative control, integrating capabilities like background removal and text-to-image generation. AI

AI is transforming banking loyalty by shifting focus from data infrastructure to actionable insights. Pulse ID's Alex Topaloski discussed how AI enables timely and useful interventions, making personalization feel like recognition rather than surveillance. This evolution moves loyalty from mere data recording to proactive engagement. AI

Two companies developing AI-powered necklaces aim to combat loneliness, with their founders discussing their products and public perception in an interview with Ronny Chieng. The discussion also touched upon the rivalry between the founders. The core question explored is whether these wearable AI companions can effectively address the issue of loneliness. AI

AI is beginning to automate routine tasks for Technical Program Managers (TPMs), but critical human skills like judgment, trust, and decision-making under uncertainty remain essential. Concurrently, advancements in asynchronous JavaScript, such as the WorkIt library, are addressing the inefficiencies of "Promise.race" in production AI workloads by introducing cancellation and cleanup mechanisms. AI

Adobe Express and Canva are compared as design tools, evaluating their value and workflow suitability for users. The analysis aims to help individuals select the most appropriate software for their specific design needs. AI

Users are reporting that Anthropic's Claude 4.7 model has recently shown a significant increase in capability and efficiency. This improvement, which some users noticed starting yesterday, has reportedly compressed days of work into mere hours. The enhanced performance seems to coincide with the introduction of a new compact UI display for the model. AI

Despite the rapid integration of AI tools into everyday applications like search engines and office software, user adoption remains surprisingly low. While software vendors are quick to add new AI assistants and generators, many users fail to discover or utilize these features. The core issue appears to be not a lack of access, but rather a significant gap in user engagement with the new capabilities embedded within their existing tools. AI

YouTube has undergone a rebrand that some are calling underwhelming, focusing on its new AI features. The platform is integrating AI tools to enhance user experience and content creation. This move signifies YouTube's commitment to leveraging artificial intelligence within its ecosystem. AI

This guide explores how to use artificial intelligence for software coding, offering a modern and comprehensive approach. It details methods for leveraging AI tools to enhance the coding process. The resource aims to provide a thorough understanding of AI's role in software development. AI

A frustrated Anthropic Pro subscriber is expressing dissatisfaction with the frequent and lengthy rate-limiting experienced while using Claude. The user reports being unable to access the model for extended periods, despite not engaging in heavy usage like large coding projects. They highlight a lack of transparency regarding usage metrics and rate-limiting triggers, questioning the value of a paid subscription when consistent access is not guaranteed. AI

A user on Reddit's r/cursor subreddit expressed a preference for the Composer 2 model over more advanced frontier models. They find Composer 2's speed and manageable output more beneficial for their development workflow, allowing for greater control through smaller, iterative prompts. This approach contrasts with larger models that sometimes make unwanted choices despite detailed specifications, leading to more complex revisions. AI

The core value of AI for businesses lies not in flashy demonstrations but in the underlying infrastructure that enables practical application. This includes robust data management, secure access controls, efficient workflows, and human oversight, which collectively transform AI from a novelty into a tool for productive work. Focusing on these 'build room' elements is key to unlocking AI's true enterprise potential. AI

Prompt engineering alone is insufficient for advanced AI interactions, as models increasingly rely on contextual understanding rather than just prompt refinement. The shift in focus moves from crafting the perfect prompt to providing the AI with necessary background information about the user and their workflow. This evolution suggests that effective AI use will involve managing and supplying context, rather than solely optimizing input phrasing. AI

VisioTech is hosting a session titled "Rise of the Agents" as part of its STIL 26 series. The event will feature Jason Caston discussing the impact of coordinated multi-agent AI systems on business workflows and decision-making. Leaders are advised to consider the current and future implications of these transforming operations. AI

AI entrepreneur Noah Brier is using Claude Code as a "second brain" to connect and expand his personal insights, drawing parallels between managing personal knowledge and aligning AI engineering teams. He has developed a "pace layers" framework for AI engineering, inspired by societal change models, to help organizations maintain focus. Separately, Austin Tedesco, Every's head of growth, utilized Codex's Chronicle feature to identify excessive app usage, aiming to reduce daily iMessage interactions from 671 to 150 by focusing work within the Codex app. AI

A solo developer tracked their AI coding tool expenses and usage over 60 days, spending approximately $200 per month on subscriptions. The analysis revealed that while AI tools saved them 50-70 hours of work, nearly half that time was spent fixing incorrect AI-generated code or debugging tool integration issues. The developer found that specialized review tools, like Coderabbit, offered a higher return on investment than generation tools, emphasizing the importance of verification over raw output. AI

The concept of a "10x engineer" is evolving with the integration of AI, shifting focus from mere code output to higher-impact activities. True 10x engineers now leverage AI agents to accelerate execution, but their core value lies in problem definition, providing context, critical judgment, and ownership. AI automates repetitive tasks, but deep engineering discipline, system understanding, and clear communication remain crucial for success in an AI-augmented environment. AI

Amazon employees are reportedly engaging in "tokenmaxxing," a practice driven by the pressure to utilize AI tools for their work. This phenomenon highlights the growing integration of AI into corporate environments and the potential impact on employee behavior and workload management. The trend suggests a broader shift in how companies are leveraging artificial intelligence and the subsequent adjustments required from their workforce. AI

The AI Tool Report newsletter has added four new tools to its offerings: Asana, Apollo.io, Paperform, and Slack. The newsletter highlights that these additions, along with previously featured tools like Notion and Webflow, can help members recoup the subscription cost by covering tools they already use or plan to purchase. The price for the newsletter is set to increase from $199 to $299 after May 19th. AI

Google has provided assurances regarding its commitment to Chromebooks, but this comes with a significant caveat related to Google Books. While the immediate outlook for Chromebooks appears stable, the long-term implications of this Google Books integration suggest a potential shift in strategy or focus. AI

A Virginia Tech computer engineering alumnus is playing a key role in guiding Bloomberg's integration of artificial intelligence. The alum's expertise is helping the financial news giant navigate the rapidly evolving AI landscape. This involves leveraging AI technologies to enhance Bloomberg's services and operations. AI

Red Hat published an article discussing the strategic implementation of AI in business, emphasizing that rapid adoption does not automatically ensure success. The piece encourages startup leaders to adopt a more thoughtful approach to integrating AI technologies. It highlights the importance of careful planning and execution over sheer speed when leveraging AI for business growth. AI

A significant portion of U.S. physicians are utilizing AI tools in their practice without informing their patients. This lack of transparency creates concerns regarding trust and safety within the healthcare system. The widespread, yet undisclosed, adoption of AI by doctors highlights a critical gap in patient awareness and consent. AI

The United States is leading the global AI race primarily through its dominance in commercialization, cloud infrastructure, and data platforms, rather than solely on model development or engineer count. American companies like OpenAI and Anthropic are rapidly integrating AI into products and services, leveraging existing platforms such as AWS, Azure, and Google Cloud. While energy costs and supply chain autonomy are factors, the US's advantage lies in its comprehensive ecosystem, from chips to enterprise software, enabling faster application and adoption across the economy. AI

Privacy is emerging as a key differentiator in the B2B SaaS market, shifting from a mere compliance concern to a competitive advantage. As AI adoption grows, enterprise clients are increasingly prioritizing trust, transparency, and responsible data practices. Companies that effectively address these privacy considerations may gain a significant edge. AI

A user has canceled their annual subscription to Zoom Workplace due to concerns about its AI integration, which they describe as "enshittification." While acknowledging Zoom's historical quality and current market-leading transmission quality, the user notes that most clients now prefer Microsoft Teams, despite its perceived inferiority. The user has found Nextcloud Talk on Ubuntu Linux to be a viable, more affordable, and privacy-compliant alternative for basic video calls, offering a full suite of cloud services. AI

Maria Filatova, an AI expert and co-founder of an AI process implementation platform, discusses the practicalities of integrating AI into businesses. She explains how to measure the return on investment (ROI) from AI adoption and what realistic expectations should be. The article uses examples to illustrate how to evaluate AI's benefits in real-world business scenarios. AI

WIRED is hosting a livestream event on May 27th to address concerns about AI's impact on the workforce. The panel, featuring WIRED editors Sandra Upson, Reece Rogers, and Kate Knibbs, will answer audience questions about how AI is changing jobs and what workers need to know. The event aims to provide clarity amidst growing anxiety about AI's integration into various industries and the demand for "AI-native" employees. AI

Artificial intelligence has been introduced into a user's workplace, significantly reducing their wife's stress levels. By automating menial tasks, AI has alleviated a substantial burden, enabling her to focus more effectively on her primary job responsibilities. AI

Thousands of AI-generated books are being sold on major online retail platforms without any disclosure. These books, often created using AI tools, are being listed and sold without clear warnings to consumers. This practice raises concerns about transparency and the authenticity of content available to the public. AI

A survey indicates that disabling notifications is the most common initial action users take when setting up a new Android phone. This preference highlights a desire among users to control their device's alert system from the outset. The findings suggest a trend towards more personalized and less intrusive mobile experiences. AI

Google is clarifying the future of its laptop offerings, assuring users that Chromebooks will not be phased out despite the introduction of a new product line. The company is emphasizing its commitment to both existing Chromebook users and the development of its new devices. AI

A new survey highlights the significant impact of vision-language models on industrial robotics, achieving a 90% task success rate in human-robot collaboration. Separately, Al Jazeera is partnering with Google Cloud to develop 'The Core,' an AI platform aimed at revolutionizing newsroom operations and reporting. Additionally, a novel AI model is now capable of mapping forest growth with sub-meter precision using RGB imagery, enhancing carbon monitoring and environmental management. AI

Garden designers at the Chelsea Flower Show are reportedly clashing over the use of AI in horticultural design. Award-winning designer Matt Keightley has launched an app that can automate garden designs, sparking concerns among traditional horticulturalists. This development raises questions about the integration of AI in creative fields. AI

Garden designers at the prestigious Chelsea Flower Show are divided over the use of AI in creating garden designs. One designer is using a new app, Spacelift, to generate garden plans, sparking concerns among other professionals about the automation of their creative work. While proponents argue the AI tool democratizes garden design for homeowners, critics fear it devalues the art form and human connection inherent in the profession. AI

A recent report indicates a significant increase in artificial intelligence adoption among small and medium-sized enterprises (SMEs) in Australia. This trend is particularly notable within the financial sector, suggesting a growing reliance on AI for various business functions. The surge highlights a broader shift towards integrating advanced technologies within the Australian business landscape. AI

Users on Reddit are discussing whether chat conversations within Anthropic's Claude Projects share context. The consensus appears to be that each project creates a new, isolated context, meaning information from one chat does not automatically carry over to another within the same project. AI

Artificial intelligence is being integrated into fitness and health programs, with users sharing their experiences and reactions. These applications range from personalized workout plans to health monitoring, aiming to enhance user engagement and outcomes. The adoption of AI in this sector is exploring new avenues for health management and personal well-being. AI

OpenAI has deprecated its fine-tuning APIs, signaling a potential shift away from this method for model customization. This move, coupled with discussions about GPU constraints and the effectiveness of long prompts, suggests that fine-tuning may become less prevalent. While top-tier AI labs like Cursor and Cognition are increasing their use of fine-tuning, the broader industry might be moving towards alternative approaches for achieving high performance. AI

The most effective AI tools in education should foster curiosity rather than provide direct answers. Current educational trends emphasize critical thinking, creativity, and problem-solving. AI can enhance this by offering guidance through questions and hints, promoting deeper exploration and learning. AI

A developer has proposed that AI models should offer unlimited token usage instead of employing metered billing or imposing limitations. This perspective directly contrasts with the prevailing industry model of charging for and restricting token consumption. AI

Deploying generative AI applications into production presents significant challenges for most customers, despite the relative ease of creating initial demos. The complexity of scaling, integrating, and maintaining these systems in a live environment is a major hurdle. Addressing these production deployment issues is crucial for widespread GenAI adoption. AI

AI is set to revolutionize wireless networking by 2026, introducing advanced analytics and self-healing features. These innovations will optimize controller-based architectures, enhancing overall network performance and reliability. AI

Large language models can produce responses that appear correct but are factually inaccurate. Achieving reliability in generative AI necessitates robust orchestration, including implementing guardrails, retry mechanisms, and AI gateways. These components are crucial for ensuring the accuracy and dependability of AI-generated content. AI

Organizations that view AI development as a collection of isolated experiments risk creating costly demonstrations and shadow IT systems. This approach can lead to increased risk rather than tangible business value. A robust pipeline from proof-of-concept to production is essential for realizing the full potential of AI initiatives. AI

OpenAI has published a guide detailing how financial teams can leverage its Codex tool for various tasks. Separately, Google and SpaceX are reportedly in discussions to establish data centers in orbit, potentially utilizing Google's AI technologies like Gemini and DeepMind. AI