enterprise data management
enterprise data management on Beyond Market Intelligence: a running collection of 314 stories we have gathered and hand-picked because they are worth your time. Every post here touches on enterprise data management 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 enterprise data management, 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.
Claude, OpenClaw and the new reality: AI agents are here — and so is the chaos
The age of agentic AI is here, bringing both promise and complexity to our digital landscape. Tools like OpenClaw and Claude Cowork are redefining our interaction with technology, automating tasks from inbox management to legal contract review. However, as these powerful agents gain autonomy, they also introduce risks, raising concerns about data security and ethical use. Balancing innovation with responsibility is essential.
New framework lets AI agents rewrite their own skills without retraining the underlying model
Introducing Memento-Skills, a groundbreaking framework that empowers AI agents to autonomously rewrite their own skills without the need for retraining underlying models. Developed by researchers from multiple universities, this innovative approach addresses a significant challenge in deploying autonomous agents: adapting to dynamic environments efficiently. By establishing an evolving external memory, Memento-Skills enables agents to enhance their capabilities through continual learning, reducing operational overhead and simplifying skill updates. This remarkable advancement paves the way for more effective and adaptable AI solutions in enterprise settings.
AI joins the 8-hour work day as GLM ships 5.1 open source LLM, beating Opus 4.6 and GPT-5.4 on SWE-Bench Pro
Today marks a significant milestone in artificial intelligence as Z.ai unveils GLM-5.1, an open-source large language model designed for eight-hour autonomous tasks. This model outperforms competitors like Opus 4.6 and GPT-5.4 on SWE-Bench Pro, showcasing its advanced capabilities in coding and engineering tasks. Released under a permissive MIT License, GLM-5.1 empowers enterprises to customize and utilize its features for commercial applications. As China re-emerges in the open-source AI landscape, GLM-5.1 positions Z.ai as a leader in
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.
As models converge, the enterprise edge in AI shifts to governed data and the platforms that control it
As enterprise AI evolves, the focus is shifting from model capabilities to the governed data that fuels them. Unstructured data, encompassing everything from contracts to internal knowledge, is where genuine advantage lies. Leaders must prioritize platforms that effectively govern this content, ensuring accessibility and compliance. Box's Yash Bhavnani and Ben Kus emphasize that the organizations poised to lead are those that establish robust governance infrastructures, enabling trustworthy AI applications that integrate seamlessly with their systems of record.
AI-RAN is redefining enterprise edge intelligence and autonomy
AI-RAN, or artificial intelligence radio area networks, is transforming enterprise edge intelligence and autonomy by redefining wireless infrastructure. No longer a passive conduit for data, AI-RAN acts as an active computational layer, integrating sensing, computing, and control into a unified framework. This evolution enables industries like manufacturing, logistics, and healthcare to move from digitization to autonomous operations, unlocking new efficiencies. As Chris Christou and Shervin Gerami emphasize, AI-RAN represents a critical shift toward an AI-native network that empowers innovation and operational excellence across sectors.
LLM-referred traffic converts at 30-40% — and most enterprises aren't optimizing for it
As AI agents redefine digital discovery, enterprises must adapt to a new reality: traditional SEO strategies are becoming obsolete. With LLM-referred traffic converting at an impressive 30-40%, understanding how AI interprets content is crucial. The shift from search-and-click to answer engine optimization (AEO) means that success hinges on whether your content is selected and cited by these agents. Organizations need to structure their materials to align with user intent and prioritize clarity to ensure visibility in this emerging landscape of AI-driven inquiry.
Anthropic says its most powerful AI cyber model is too dangerous to release publicly — so it built Project Glasswing
On Tuesday, Anthropic unveiled Project Glasswing, a groundbreaking cybersecurity initiative that integrates its unreleased AI model, Claude Mythos Preview, with a coalition of twelve leading tech and finance firms. This collaborative effort aims to proactively identify and address software vulnerabilities within critical infrastructure before they can be exploited by adversaries.
Closing the data security maturity gap: Embedding protection into enterprise workflows
Data security is a critical yet often overlooked aspect of enterprise cybersecurity, with a staggering 35% of breaches in 2025 linked to unmanaged data sources. To close the maturity gap in data security, organizations must embed protection throughout the data lifecycle, prioritizing visibility and understanding. By treating data security as a foundational element of operational discipline, businesses can implement scalable, automated protections that align with clear policies.
AI agents that automatically prevent, detect and fix software issues are here as NeuBird AI launches Falcon, FalconClaw
NeuBird AI is transforming incident management with the launch of Falcon and FalconClaw, innovative AI agents designed to prevent, detect, and resolve software issues autonomously. As enterprises navigate increasingly complex infrastructures, the need for proactive solutions has never been more critical. Moving beyond traditional incident response, NeuBird AI emphasizes incident avoidance to minimize operational chaos. With a recent funding round of $19.3 million, the company aims to empower engineers by reducing alert fatigue and streamlining workflows, ultimately enhancing productivity and reliability across tech environments.
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.
Claude, OpenClaw and the new reality: AI agents are here — and so is the chaos
The rise of agentic AI is reshaping our reality, ushering in both promise and chaos. Tools like OpenClaw and Claude Cowork are redefining productivity, automating tasks from inbox management to legal reviews. However, with these advancements come critical concerns about data security and ethical use. As we navigate this new landscape, establishing trust and accountability is paramount.
OCSF explained: The shared data language security teams have been missing
The Open Cybersecurity Schema Framework (OCSF) is emerging as a transformative solution for the security industry, offering a shared language for representing security data. As vendors unite around OCSF, teams can streamline processes, reduce the need for complex data normalization, and enhance collaboration across tools. This open-source framework allows for a consistent approach to threat detection and investigation, ultimately empowering security professionals in their daily operations.
Nvidia launches enterprise AI agent platform with Adobe, Salesforce, SAP among 17 adopters at GTC 2026
At GTC 2026, Nvidia CEO Jensen Huang unveiled the Agent Toolkit, an open-source platform designed to build autonomous AI agents, backed by 17 major enterprise software companies including Adobe, Salesforce, and SAP. This toolkit streamlines the complexities of deploying AI agents by providing essential components like optimized models, runtime environments, and security frameworks. As these industry leaders commit to Nvidia's shared foundation, the landscape of enterprise AI is set to transform, positioning Nvidia as a pivotal player in this next phase of technological evolution.
Karpathy shares 'LLM Knowledge Base' architecture that bypasses RAG with an evolving markdown library maintained by AI
Andrej Karpathy, a pivotal figure in AI, introduces his innovative "LLM Knowledge Base" architecture, which sidesteps traditional Retrieval-Augmented Generation (RAG) methods. By leveraging a Markdown library maintained by AI, he addresses the common frustration of context-limit resets in AI development. This approach transforms raw data into a dynamic, self-updating knowledge repository, where the LLM acts as an active research librarian.
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.
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.
In the wake of Claude Code's source code leak, 5 actions enterprise security leaders should take now
In light of the recent leak of Claude Code's source map, enterprise security leaders must take immediate action to safeguard their systems. The exposure of 512,000 lines of TypeScript reveals not only vulnerabilities but also potential attack paths that malicious actors can exploit. To mitigate risks, leaders should perform thorough audits of configuration files, treat MCP servers as untrusted dependencies, restrict bash permissions, demand operational accountability from vendors, and implement commit provenance verification.
The end of 'shadow AI' at enterprises? Kilo launches KiloClaw for Organizations to enable secure AI agents at scale
As generative AI becomes integral to the workplace, Kilo is addressing the "shadow AI" crisis with the launch of KiloClaw for Organizations. This suite of tools empowers enterprises to manage autonomous agents securely, eliminating the risks associated with unsanctioned AI usage. Co-founder Scott Breitenother emphasizes Kilo's commitment to making these technologies accessible, while new governance features provide necessary oversight. With over 25,000 users already adopting KiloClaw, this move aims to transform how organizations leverage AI agents while ensuring compliance and security.
CrowdStrike, Cisco and Palo Alto Networks all shipped agentic SOC tools at RSAC 2026 — the agent behavioral baseline gap survived all three
At RSA Conference 2026, CrowdStrike, Cisco, and Palo Alto Networks all introduced advanced agentic SOC tools, yet a significant gap in agent behavioral baselines persists across their offerings. CrowdStrike CEO George Kurtz revealed that the average adversary breakout time has dramatically decreased to 29 minutes, emphasizing the urgent need for enhanced detection capabilities. As the reliance on AI agents grows, security complexities also increase, underscoring the necessity for organizations to establish clear visibility and accountability in their security frameworks.
Imagine if your Teams or Slack messages automatically turned into secure context for your AI agents — PromptQL built it
Imagine a workspace where your Teams or Slack messages seamlessly transform into secure context for your AI agents. PromptQL is redefining the digital workspace by addressing the inefficiencies of traditional tools, turning casual conversations into actionable insights. This AI-native platform captures team interactions organically, creating a shared memory that enhances collaboration and productivity. By automating task assignments and maintaining a living internal wiki, PromptQL empowers organizations to move beyond mere communication, fostering a future-focused environment where AI and human efforts align effortlessly.
Slack adds 30 AI features to Slackbot, its most ambitious update since the Salesforce acquisition
Slack has unveiled over 30 new features for Slackbot, marking its most significant update since the Salesforce acquisition in 2021. This transformation elevates Slackbot from a simple assistant to an enterprise agent capable of summarizing meetings, executing tasks through third-party tools, and even functioning as a lightweight CRM for small businesses. With a focus on user-driven capabilities and productivity enhancements, this update positions Slack as a forward-thinking platform in the workplace messaging landscape, inviting users to explore innovative solutions for their data management needs.
OpenClaw has 500,000 instances and no enterprise kill switch
In a striking revelation, Etay Maor, VP of Threat Intelligence at Cato Networks, highlighted the alarming implications of OpenClaw's widespread adoption during an exclusive VentureBeat interview at RSAC 2026. With nearly 500,000 instances deployed and no enterprise kill switch, the platform's vulnerabilities were starkly illustrated when a U.K. CEO's OpenClaw instance was listed for sale on BreachForums.
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.