DeepSeek’s conditional memory fixes silent LLM waste: GPU cycles lost to static lookups
When an enterprise LLM retrieves a product name, technical specification, or standard contract clause, it’s using expensive GPU computation designed for complex reasoning — just to access static information. This happens millions of times per day. Each lookup wastes cycles and inflates infrastructure costs. DeepSeek’s newly released research on “conditional memory” addresses this architectural limitation […]
Nvidia Rubin’s rack-scale encryption signals a turning point for enterprise AI security
Nvidia’s Vera Rubin NVL72, announced at CES 2026, encrypts every bus across 72 GPUs, 36 CPUs, and the entire NVLink fabric. It’s the first rack-scale platform to deliver confidential computing across CPU, GPU, and NVLink domains. For security leaders, this fundamentally shifts the conversation. Rather than attempting to secure complex hybrid cloud configurations through contractual […]
Anthropic launches Cowork, a Claude Desktop agent that works in your files — no coding required
Anthropic released Cowork on Monday, a new AI agent capability that extends the power of its wildly successful Claude Code tool to non-technical users — and according to company insiders, the team built the entire feature in approximately a week and a half, largely using Claude Code itself. The launch marks a major inflection point […]
Salesforce rolls out new Slackbot AI agent as it battles Microsoft and Google in workplace AI
Salesforce on Tuesday launched an entirely rebuilt version of Slackbot, the company’s workplace assistant, transforming it from a simple notification tool into what executives describe as a fully powered AI agent capable of searching enterprise data, drafting documents, and taking action on behalf of employees. The new Slackbot, now generally available to Business+ and Enterprise+ […]
How DoorDash scaled without a costly ERP overhaul
Presented by NetSuite Most companies racing from startup to an industry leader face a choice: limp along with scrappy early systems or endure a costly platform migration. DoorDash did neither. The local-commerce giant scaled from its 2013 founding through IPO and global expansion — acquiring the Helsiniki-based technology company Wolt in 2022 and UK-based Deliveroo […]
Why your LLM bill is exploding — and how semantic caching can cut it by 73%
Our LLM API bill was growing 30% month-over-month. Traffic was increasing, but not that fast. When I analyzed our query logs, I found the real problem: Users ask the same questions in different ways. “What’s your return policy?,” “How do I return something?”, and “Can I get a refund?” were all hitting our LLM separately, […]
The 11 runtime attacks breaking AI security — and how CISOs are stopping them
Enterprise security teams are losing ground to AI-enabled attacks — not because defenses are weak, but because the threat model has shifted. As AI agents move into production, attackers are exploiting runtime weaknesses where breakout times are measured in seconds, patch windows in hours, and traditional security has little visibility or control. CrowdStrike’s 2025 Global […]
Nvidia’s Vera Rubin is months away — Blackwell is getting faster right now
The big news this week from Nvidia, splashed in headlines across all forms of media, was the company’s announcement about its Vera Rubin GPU. This week, Nvidia CEO Jensen Huang used his CES keynote to highlight performance metrics for the new chip. According to Huang, the Rubin GPU is capable of 50 PFLOPs of NVFP4 […]
Anthropic cracks down on unauthorized Claude usage by third-party harnesses and rivals
Anthropic has confirmed the implementation of strict new technical safeguards preventing third-party applications from spoofing its official coding client, Claude Code, in order to access the underlying Claude AI models for more favorably pricing and limits — a move that has disrupted workflows for users of popular open source coding agent OpenCode. Simultaneously but separately, […]
Orchestral replaces LangChain’s complexity with reproducible, provider-agnostic LLM orchestration
A new framework from researchers Alexander and Jacob Roman rejects the complexity of current AI tools, offering a synchronous, type-safe alternative designed for reproducibility and cost-conscious science. In the rush to build autonomous AI agents, developers have largely been forced into a binary choice: surrender control to massive, complex ecosystems like LangChain, or lock themselves […]