big data performance
big data performance on Beyond Market Intelligence: a running collection of 56 stories we have gathered and hand-picked because they are worth your time. Every post here touches on big data performance in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around big data performance, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
American AI startup Poolside launches free, high-performing open model Laguna XS.2 for local agentic coding
American AI startup Poolside has made waves by launching Laguna XS.2, a free, high-performing open model optimized for local agentic coding. Unlike proprietary giants, Poolside’s new offering emphasizes affordability and accessibility, allowing developers to run the 33-billion parameter model on personal hardware without an internet connection. This innovative release, alongside the Laguna M.1 model, positions Poolside as a key player in the open AI landscape, inviting the community to experiment and build on cutting-edge technology designed for real-world applications.
DeepSeek-V4 arrives with near state-of-the-art intelligence at 1/6th the cost of Opus 4.7, GPT-5.5
DeepSeek-V4 has arrived, marking a significant leap in AI capabilities with its 1.6-trillion-parameter Mixture-of-Experts model, available at just 1/6th the cost of competitors like GPT-5.5 and Claude Opus 4.7. This latest release, rooted in innovative architecture and a commitment to open-source accessibility, empowers developers and enterprises to harness advanced AI without prohibitive costs. As DeepSeek researcher Deli Chen emphasizes, "AGI belongs to everyone," positioning this model as a game changer in the landscape of affordable, high-performance AI
OpenAI launches Privacy Filter, an open source, on-device data sanitization model that removes personal information from enterprise datasets
OpenAI has launched Privacy Filter, an open-source model designed for on-device data sanitization, effectively addressing the challenge of protecting personally identifiable information (PII) in enterprise datasets. This innovative tool, available on Hugging Face under an Apache 2.0 license, empowers developers to run a sophisticated 1.5-billion-parameter model locally, ensuring compliance with privacy regulations while mitigating the risk of data leakage. With its bidirectional token classification and high throughput capabilities, Privacy Filter represents a significant step toward safer data management in an increasingly privacy-focused digital landscape.
Google’s Gemini can now run on a single air-gapped server — and vanish when you pull the plug
Cirrascale Cloud Services has announced a significant expansion of its partnership with Google Cloud, enabling the deployment of the Gemini AI model on-premises through Google Distributed Cloud. This pioneering move offers enterprises and government agencies a fully private, air-gapped server solution, addressing long-standing concerns about data control in regulated industries. With Gemini packaged in a secure, Dell-manufactured appliance, organizations can leverage powerful AI capabilities without compromising their sensitive information.
OpenAI's ChatGPT Images 2.0 is here and it does multilingual text, full infographics, slides, maps, even manga — seemingly flawlessly
OpenAI's ChatGPT Images 2.0 is here, redefining the possibilities of AI-generated visuals. This latest update introduces a suite of remarkable features, including multilingual text generation, full infographics, and even manga creation. After extensive testing, this advanced model demonstrates enhanced reasoning capabilities, allowing it to synthesize complex information and produce coherent, high-quality images. With its ability to generate multiple distinct outputs from a single prompt, ChatGPT Images 2.0 empowers users to explore innovative creative workflows while ensuring safety and accuracy.
What AI model should you use for revenue intelligence? Von says all the big ones, and it will automate mixing and matching for you
In the evolving landscape of revenue intelligence, Von emerges as a transformative AI platform designed to unify fragmented sales data and enhance decision-making for Go-To-Market teams. Unlike traditional AI solutions, Von builds a comprehensive context graph that integrates structured and unstructured data, empowering users with actionable insights. By leveraging a mixture of models, Von addresses common challenges in sales operations, automating tasks and providing deep analytical capabilities.
Anthropic releases Claude Opus 4.7, narrowly retaking lead for most powerful generally available LLM
Anthropic has unveiled Claude Opus 4.7, marking its most powerful large language model to date and retaking the lead in the competitive landscape of AI. This release surpasses OpenAI's GPT-5.4 and Google's Gemini 3.1 Pro in critical benchmarks, particularly in agentic coding and knowledge work. While Opus 4.7 excels in hard sciences and autonomous workflows, it requires careful prompting to maximize its capabilities. With enhanced self-verification and multimodal support, this model positions itself as a specialized powerhouse for enterprises seeking reliable AI solutions.
Amazon S3 Files gives AI agents a native file system workspace, ending the object-file split that breaks multi-agent pipelines
Amazon S3 Files revolutionizes the way AI agents interact with data by providing a native file system workspace that bridges the gap between object storage and file-based tools. This innovation allows agents to access data stored in Amazon S3 directly, eliminating the need for complex data duplication and sync pipelines. By integrating Elastic File System technology with S3, AWS enables seamless access to data as if it were part of the local file system.
Block introduces Managerbot, a proactive Square AI agent and the clearest proof point yet for Jack Dorsey’s AI bet
Block has unveiled Managerbot, a proactive AI agent integrated into the Square platform, designed to monitor sellers' businesses, identify potential issues, and propose actionable solutions without requiring prompts from users. This innovation marks a significant evolution from the previous reactive AI assistant, showcasing CEO Jack Dorsey's vision for AI's transformative role in business operations. By seamlessly managing inventory forecasting, employee scheduling, and marketing campaigns, Managerbot empowers small business owners to enhance their productivity and decision-making, reinforcing Square’s commitment to supporting sellers in their day-to-day commerce.
How MassMutual and Mass General Brigham turned AI pilot sprawl into production results
At a recent VentureBeat event, technology leaders from MassMutual and Mass General Brigham shared their strategies for transforming AI pilot sprawl into successful production outcomes. Both organizations faced challenges in harnessing AI effectively, but by implementing disciplined approaches and clear metrics, they achieved significant results. MassMutual reported a 30% increase in developer productivity and drastic reductions in IT resolution times and customer service call lengths. Their experiences highlight the importance of governance, collaboration, and a human-centered focus in navigating the evolving landscape of AI technology.
Google releases Gemma 4 under Apache 2.0 — and that license change may matter more than benchmarks
Google's release of Gemma 4 under the Apache 2.0 license marks a significant shift in the open-weight model landscape, eliminating previous licensing complexities that hindered enterprise adoption. This new model family offers four distinct configurations, catering to both workstation and edge deployments, while ensuring seamless integration of text, image, and audio capabilities. With strong performance benchmarks and a commitment to accessibility, Gemma 4 empowers organizations to leverage advanced AI without the legal obstacles that once caused friction.
Microsoft launches 3 new AI models in direct shot at OpenAI and Google
Microsoft has launched three innovative AI models—MAI-Transcribe-1, MAI-Voice-1, and MAI-Image-2—marking a significant move to compete with OpenAI and Google in foundational AI development. Designed to transform enterprise workflows, these models excel in speech transcription, voice generation, and image creation. Available through Microsoft Foundry and the new MAI Playground, they showcase Microsoft’s commitment to AI self-sufficiency while promising cost efficiencies and superior performance. This launch not only positions Microsoft as a key player in AI but also reflects its strategic pivot towards independent
Intuit's AI agents hit 85% repeat usage. The secret was keeping humans involved
Intuit's AI agents have achieved an impressive 85% repeat usage among 3 million customers, demonstrating the power of integrating human expertise with artificial intelligence. According to Marianna Tessel, EVP and GM, this AI-HI combination fosters greater confidence and trust. Intuit has recognized that chatbots alone fall short, leading to the development of Intuit Intelligence—a platform featuring specialized AI agents that enhance productivity and automate tasks. By ensuring human support is always accessible, Intuit empowers users to make informed decisions, transforming their data management experience.
Nvidia-backed ThinkLabs AI raises $28 million to tackle a growing power grid crunch
ThinkLabs AI, a startup backed by Nvidia, has secured $28 million in Series A funding led by Energy Impact Partners to address the growing challenges of the electric grid. With a focus on artificial intelligence, ThinkLabs is developing models that simulate grid behavior, drastically reducing the time needed for complex power flow studies from weeks to mere minutes.
Cohere's open-weight ASR model hits 5.4% word error rate — low enough to replace speech APIs in production pipelines
Cohere's new open-weight ASR model, Transcribe, achieves an impressive 5.42% word error rate, making it a viable alternative to traditional speech APIs for enterprises. Designed for local deployment, Transcribe offers contextual accuracy, low latency, and cost efficiency without the data residency risks associated with closed systems. With 2 billion parameters and support for 14 languages, it excels in performance, outperforming models like OpenAI's Whisper and ElevenLabs. Transcribe is poised to enhance voice-enabled workflows, empowering organizations to streamline transcription processes and control their data effectively.
Intercom's new post-trained Fin Apex 1.0 beats GPT-5.4 and Claude Sonnet 4.6 at customer service resolutions
Intercom is making a bold move by launching its own AI model, Fin Apex 1.0, which claims to outperform industry leaders like GPT-5.4 and Claude Sonnet 4.6 in customer service resolutions. Announced recently, this purpose-built model achieves a 73.1% resolution rate, surpassing its competitors and demonstrating significant improvements in speed and accuracy. As Fin continues to drive Intercom's growth, the company aims to redefine customer service experiences, highlighting a future where specialized AI solutions deliver exceptional outcomes at scale.
Mistral AI just released a text-to-speech model it says beats ElevenLabs — and it's giving away the weights for free
Mistral AI has entered the competitive enterprise voice AI market with the launch of Voxtral TTS, a groundbreaking open-weight text-to-speech model designed for enterprise use. Unlike proprietary models from competitors, Voxtral TTS allows companies to fully control and customize their voice technology, fostering innovation and efficiency. With a lightweight architecture that runs on standard laptops and smartphones, the model offers impressive performance, supporting nine languages while maintaining high-quality customization.
The three disciplines separating AI agent demos from real-world deployment
Deploying AI agents effectively in real-world scenarios presents significant challenges that go beyond successful demonstrations. Issues such as fragmented data, unclear workflows, and high escalation rates hinder enterprises' progress in adopting these technologies. As Sanchit Vir Gogia highlights, the true test lies in navigating the complexities of organizational environments.
Testing Font Scaling For Accessibility With Figma Variables
Testing font scaling for accessibility with Figma variables seamlessly integrates into everyday design workflows, making accessibility a natural part of the creative process. The objective is not to overhaul existing practices but to enhance them through simple, effective work processes that align with a team’s routine. By incorporating font size testing into the design flow, Figma empowers designers to prioritize accessibility effortlessly. This approach transforms accessibility from an optional consideration into an essential, inherent aspect of design, fostering a more inclusive environment for all users.
15 Power BI Project Ideas to Build Your Portfolio in 2026
Building a robust Power BI portfolio is essential for aspiring business or data analysts in 2026. Employers seek candidates who can transform messy data into clean models and create impactful dashboards that drive informed decision-making. This article presents 15 compelling Power BI project ideas that will not only showcase your technical prowess but also demonstrate your ability to derive actionable insights from data. These projects serve as tangible evidence of your skills, empowering you to stand out in a competitive job market.
Designing A Streak System: The UX And Psychology Of Streaks
Streak systems tap into the core of human psychology, making them both powerful and addictive. As users, we crave consistency and progress, and understanding this desire is key to designing effective streaks. In this insightful exploration, Victor Ayomipo delves into the UX principles that make streaks not just appealing, but transformational. Discover how to leverage these design strategies to foster engagement and motivation. Continue reading to unlock specific techniques that can elevate your product and keep users coming back for more.
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Data Engineering Interview Questions and Answers for 2026 [Entry-Level Guide With Code]
Preparing for a data engineering interview can feel overwhelming, especially if you’re transitioning careers or just starting out. You want to know what questions to expect and how to respond effectively. This guide offers 30+ essential data engineering interview questions and answers tailored for entry-level candidates, complete with practical code examples. By exploring these insights, you’ll gain the confidence to tackle your interview head-on and demonstrate your readiness for a dynamic role in data engineering. Let’s dive in and set you up for success!
Data Science vs Data Engineering: Which Career Is Right for You?
Choosing between data science and data engineering can feel overwhelming, especially when job descriptions blur the lines between these two critical fields. While both roles harness the power of data and offer lucrative career paths, they cater to distinct skill sets and professional aspirations. If you're curious about which path aligns with your strengths and goals, this article will clarify their differences and help you make an informed decision. Dive in to discover insights that could shape your career trajectory in the data-driven landscape.
How to Calculate and do an Anova Test in Excel
Struggling to analyze multiple data sets effectively? The ANOVA test in Excel can be your key to uncovering significant differences between groups, transforming the way you interpret data. Whether you're a seasoned analyst or just starting out, mastering this statistical tool can elevate your insights without overwhelming you. In this guide, we’ll break down the steps to calculate and perform an ANOVA test in Excel, ensuring you can confidently harness its power for your data analysis needs.