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History of CentOS: How a biochemist's Linux hobby project became the enterprise world's default operating system
INTERVIEW Gregory Kurtzer, CentOS's founder, tells the story of how the Red Hat Enterprise Linux clone was born of a small group of rebuild hackers and Linux fans who were angry that Red Hat Enterprise Linux had replaced Red Hat Linux and convinced they could do better. Back in 2003, Linux fans were ticked off at Red Hat because they were replacing the end-user-friendly Red Hat Linux with the business-oriented Red Hat Enterprise Linux (RHEL). It was a smart move for Red Hat, but users were...
Meta enters enterprise AI race with new business agent
Meta enters enterprise AI race with new business agent LONDON, June 3 : Meta Platforms on Wednesday unveiled an artificial intelligence agent aimed at helping businesses carry out day-to-day operations, positioning the social media giant as a player in the enterprise AI market. Announced at the company's WhatsApp-focused Conversations conference in London, the new product expands on existing business messaging services by enabling "agentic" capabilities in which the assistant can take...
Meta launches enterprise-focused AI 'business agent' to automate daily operations
Meta launches enterprise-focused AI 'business agent' to automate daily operations LONDON, June 3 : Meta Platforms on Wednesday unveiled an artificial intelligence agent aimed at helping businesses carry out day-to-day operations, positioning the social media giant as a player in the enterprise AI market. Announced at the company's WhatsApp-focused Conversations conference in London, the new product expands on existing business messaging services by enabling "agentic" capabilities in which...
AWS reportedly to tuck Elon Musk's Grok into Bedrock, despite zero enterprise demand
A security lead at a large enterprise* told me last week, when I asked whether they had any interest in Grok: "The revenge porn edgelord LLM? Yeah, imagine that; our bank wants nothing to do with it." A couple of other people I put the question to seemed genuinely surprised I'd brought it up at all, the way you'd react if someone wandered into a board meeting and asked whether anyone wanted to expense a timeshare. So that's the current state of enterprise demand for Grok, as measured by the...
Dynamic Coordination Strategy Selection for Enterprise Multi-Agent Systems
Announce Type: replace Abstract: Enterprise multi-agent systems increasingly expose multiple coordination patterns, but deployments often lack evidence for when to use consensus, debate, synthesis, or a simpler single-agent workflow. This paper evaluates whether coordination strategy should be selected dynamically by problem class rather than fixed globally. We run a frozen matrix of 30 enterprise tasks spanning six industries, five problem classes, four execution conditions, three...
TITAN-FedAnil+: Trust-Based Adaptive Blockchain Federated Learning for Resource-Constrained Intelligent Enterprises
arXiv:2606.04388v1 Announce Type: new Abstract: Federated Learning (FL) has emerged as an effective paradigm for collaborative intelligence while preserving data privacy. However, data heterogeneity arising from non-IID distributions and decentralized security threats remain significant challenges, particularly in resource-constrained enterprise environments. This paper presents TITAN-FedAnil+, a Trust-Based Adaptive Network for blockchain-enabled federated learning in intelligent enterprises.
BADGER: Bridging Agentic and Deterministic Evaluation for Generative Enterprise Reasoning
arXiv:2606.02109v1 Announce Type: new Abstract: Enterprise AI systems that translate natural language into SQL queries and orchestrate multi-step agentic reasoning pipelines require evaluation approaches fundamentally different from academic benchmarks. Spider and BIRD established execution-accuracy protocols; G-Eval and RAGAS advanced LLM-based assessment; and recent work such as Spider 2.0, BEAVER, and BIRD-Interact has begun to address enterprise and agentic dimensions. No single...
Microsoft announces one of the largest enterprise AI rollouts at Infosys, TCS and Wipro
Microsoft has announced that three of India's biggest IT companies -- Infosys, TCS and Wipro -- have each scaled their Microsoft 365 Copilot licenses to over 100,000 employees, taking the collective commitment past 300,000 seats in under six months. The milestone is said to mark one of the largest and fastest enterprise AI rollouts for Microsoft globally, and a clear signal that leading organizations are moving from tool-level deployment to AI as an operating model, with agents now working...
Agentic AI hype races ahead as enterprises remain stuck in pilot mode
Three-quarters of enterprise leaders say they're adopting agentic AI, but only a small minority have managed to move beyond pilots and into meaningful production deployments, according to Forrester. That won't stop vendors from slapping "agentic" onto every product brochure they can find, but the analyst's assessment is that most organizations remain stuck somewhere between experimentation and actual business value. Agentic AI has reached an important milestone in 2026, says Forrester:...
Ontology-Constrained Neural Reasoning in Enterprise Agentic Systems: A Neurosymbolic Architecture for Domain-Grounded AI Agents
Announce Type: replace Abstract: Enterprise adoption of Large Language Models (LLMs) is constrained by hallucination, domain drift, and the inability to enforce regulatory compliance at the reasoning level. We present a neurosymbolic architecture implemented within the Foundation AgenticOS (FAOS) platform that addresses these limitations through ontology-constrained neural reasoning. We introduce a three-layer ontological framework--Role, Domain, and Interaction ontologies--grounding...