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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, generating nearly identical responses, each incurring full API costs.Exact-...
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, it has...
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 into...
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 Threat Report documents...
Presented by SAPSAP consulting projects today involve a vast amount of documentation, multiple stakeholders, and compressed timelines, which often require manual knowledge retrieval from online SAP documentation. At the same time, cloud ERP programs now demand faster design cycles, continuous enhancements rather than big-bang rollouts, and near-real-time decision-making. Joule for Consultants,...
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 inference and 35 PFLOPs of NVFP4 training performance, representing 5x and 3.5x the...
Anthropic has released Claude Code v2.1.0, a notable update to its "vibe coding" development environment for autonomously building software, spinning up AI agents, and completing a wide range of computer tasks, according to Head of Claude Code Boris Cherny in a post on X last night.The release introduces improvements across agent lifecycle control, skill development, session portability, and...
A core element of any data retrieval operation is the use of a component known as a retriever. Its job is to retrieve the relevant content for a given query. In the AI era, retrievers have been used as part of RAG pipelines. The approach is straightforward: retrieve relevant documents, feed them to an LLM, and let the model generate an answer based on that context.While retrieval might have...
Joining the ranks of a growing number of smaller, powerful reasoning models is MiroThinker 1.5 from MiroMind, with just 30 billion parameters, compared to the hundreds of billions or trillions used by leading foundation large language models (LLMs).But MiroThinker 1.5 stands out among these smaller reasoners for one major reason: it offers agentic research capabilities rivaling trillion-parameter...
Right now in the AI world, there are a lot of percolating ideas and experimentation. But as far as Replit CEO Amjad Masad is concerned, they're just "toys": unreliable, marginally effective, and generic. “There's a lot of sameness out there,” Masad explains in a new VB Beyond the Pilot podcast. “Everything kind of looks the same, all the images, all the code, everything.”This "slop," as it’s come...