AI
Artificial intelligence: LLMs, agents, diffusion, vision, NLP and the latest from top labs.
191 published articles
Enterprise AI coding
Gartner says Cursor is leading enterprise AI coding. Here's what that actually means.
Gartner named Cursor a Leader in its first-ever Magic Quadrant for enterprise AI coding agents, with the top score on Completeness of Vision. This dossier unpacks what that placement actually measures, what the 70% of Fortune 500 stat leaves out, and the eighteen months of product decisions that got Cursor there.
2026-07-14
AI Development
Vibe coding is fast. Shipping what it builds is where the real work begins.
Vibe coding accelerates prototyping and lowers the barrier for beginners, but its hidden technical debt, security risks, and lack of reasoning traceability challenge assumptions that AI-generated code is ready for production. Developers must weigh speed against control.
2026-07-14
LLM Performance
A Chinese video-generation startup just quietly beat Claude Opus at coding
MiniMax's M2.7 scores 56.22% on SWE-Pro, matching near-Claude Opus performance, while touting 97% skill adherence on complex tasks and superior office productivity editing. The model signals a shift from benchmark chasing to real-world agent deployment.
2026-07-14
Artificial intelligence
Sonnet 4.6 just made Opus look expensive. That changes everything.
Anthropic's Claude Sonnet 4.6 matches or beats Opus-class performance on key benchmarks while keeping the same pricing as Sonnet 4.5. Early developer preference data and customer testimonials suggest the model is already displacing costlier alternatives for real-world agentic and coding tasks.
2026-07-14
Funding round
Ollama's $88 million bet that open-weight models will do what Docker did for containers
Ollama raised $88 million to make open-weight models the default way to run inference, betting the Docker playbook works for AI. Investors include Benchmark, Theory Ventures, 8VC, and Y Combinator.
2026-07-14
AI Infrastructure
Ollama's 85 percent stat means exactly what you think it means
Ollama's $88 million raise leads with an 85%-of-Fortune-500 stat that sounds like saturation and proves almost nothing. An analysis of why this specific move has become the default opening line of AI infrastructure funding announcements, and what's actually driving the real money into open-weight inference.
2026-07-14
File over config
Vercel's Eve 0.22 wants your AI agents to live as files on disk, not secrets in a config
Vercel's Eve 0.22.6 brings a filesystem-based structure to AI agent development: instructions, tools, skills, and integrations all live as inspectable files, with multi-model support, human-in-the-loop prompts, and subagent orchestration.
2026-07-14
Orchestrator swap
Perplexity swapped its orchestrator model and the cost-performance chart is brutal
Perplexity swapped Grok 4.5 into Computer as its orchestrator model, claiming top accuracy on its internal benchmark at roughly half the cost of Claude Opus 4.8. The move signals a broader shift: which model you pair with an agent matters as much as the model itself.
2026-07-14
Physical AI
Anthropic put Claude on the factory floor. The benchmarks can wait.
Anthropic and UST are putting Claude to work inside semiconductor and manufacturing validation pipelines, training 20,000 engineers. The partnership shows how LLMs can catch design flaws earlier and compress four-day turnarounds into 48 hours, a shift that moves AI beyond text and into the production of physical goods.
2026-07-14
Google DeepMind
Gemma 4 just made every other open-weight model look 10x too big
Google DeepMind's Gemma 4 natively multimodal open-weight family introduces thinking mode, encoder-free architecture, and MoE options. The 2.3B model matches Gemma 3's 27B performance. The 31B model tops open-weight leaderboards.
2026-07-13
OpenAI vs Anthropic
OpenAI just made its agent bet explicit, and Claude is stuck in single-player mode
With workspace agents, OpenAI makes its enterprise bet explicit: persistent, shared AI workers that run in the cloud and integrate with Slack. Anthropic's Claude, focused on single-session reasoning, has no answer yet.
2026-07-13
Artificial Intelligence
Meta bought Manus for its infrastructure, not its chatbot
Manus joins Meta in a strategic acquisition that prioritizes agent infrastructure over consumer AI. With over 80 million virtual computers created and 147 trillion tokens processed, Manus becomes Meta's execution layer for enterprise automation.
2026-07-13