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AI models are getting smarter, tokens are getting cheaper, and agents are improving. But the context gap sits between the The post The context problem: It’s what’s really breaking AI agents at scale appeared first on The New Stack .

Agentic retrieval is a hot topic for a reason: Every company wants to automate work, but they often just are The post Here’s how to teach AI agents to search like human experts appeared first on The New Stack .

DeepSeek’s open-source coding agent is losing points on a major benchmark for a habit developers usually treat as good practice: The post DeepSeek’s coding agent is too tidy for its own good — and benchmarks are punishing it appeared first on The New Stack .

Google launched Gemini 4 Hydrogen on Thursday alongside a new system that changes how coding agents use AI models. Rather The post Google’s Gemini 4 coding agent now switches models mid-task — and finishes 19% faster appeared first on The New Stack .

Coding agents are pretty good at working in parallel: one writes a new API endpoint, another updates the tests, while The post Google’s coding agents now /swarm for one developer. Cursor’s go multiplayer so teammates’ agents can talk. appeared first on The New Stack .

At KubeCon + CloudNativeCon North America 2026 this week, Chainguard co-founder and CTO Matt Moore defended the company’s decision to The post Chainguard defends its choice to break the PHP security embargo: “We own the decision.” appeared first on The New Stack .

Google’s new Gemini Decisions API, introduced Wednesday, is designed to handle the routine decisions that AI applications make thousands of The post Google built an AI model that can’t write a sentence — and that’s the point appeared first on The New Stack .

For decades, enterprise vulnerability management ran on human time: A security researcher manually dissected a binary, traced execution paths, built The post The death of the 14-day patch: Surviving machine-speed vulnerability discovery appeared first on The New Stack .

If you’re deciding which AI pilots to move into production, Microsoft’s Satya Nadella and Judson Althoff’s opening keynote at Microsoft Ignite The post See what AI looks like in production at Microsoft Ignite appeared first on The New Stack .

Anthropic just released a coding model that beats Opus 5.5 on two major benchmarks and can complete certain difficult tasks The post Anthropic built a model that beats Opus. It recommends Opus anyway. appeared first on The New Stack .

Nvidia this week donated OpenShell, its open-source runtime for securing and governing AI agents, to the Cloud Native Computing Foundation. The post Why Nvidia gave OpenShell to the CNCF appeared first on The New Stack .

Accelerator bills have become one of the largest lines in the infrastructure budget. GPUs have become the most expensive resource The post Expensive accelerators, no workload-level visibility: Introducing Amazon CloudWatch accelerated compute insights appeared first on The New Stack .

An Anthropic engineer gave Claude Fable 5.2 one prompt to build a first-person shooter and let it run for eight The post Anthropic’s Claude Fable 5.2 built a shooter in 1 prompt — and it only took 8 hours and $550 appeared first on The New Stack .

AWS on Wednesday launched an emulator for AWS called AWS Emulator. That, by itself, is interesting and may raise some The post AWS had its agents build a free and open emulator for AWS. They now maintain it, too. appeared first on The New Stack .

The Model Context Protocol (MCP) has played an instrumental part in connecting AI assistants to external tools and data since The post Developers have been hacking around MCP’s file-upload problem for two years. A fix is taking shape. appeared first on The New Stack .

We’re a team of five engineers, and we used to wake the on-call engineer three or four times a week The post Why Nitric stopped asking one AI agent to do everything appeared first on The New Stack .

Moving an AI workload to another cloud means bringing more than a model and its data. Your serving layer, observability The post CoreWeave tests AI integrations on its cloud before you migrate appeared first on The New Stack .

Anthropic is expanding Claude’s ability to work directly inside enterprise applications; it can now open full software interfaces, retrieve information, The post Anthropic wants Claude to be the front end for your entire enterprise app stack appeared first on The New Stack .

Google released Gemini 4 Carbon to paying developers Tuesday, positioning its newest frontier model above Gemini 4 Argon for complex The post Google says Gemini 4 Carbon proved Signal’s encryption in weeks appeared first on The New Stack .

The thorny issue of watermarking AI-generated text took an interesting turn this past week, with SpaceXSI seemingly U-turning on plans The post Grok API text watermarking was meant to be on by default from Nov. 7. Now, it’s opt-in. appeared first on The New Stack .

Today’s developers are AI-pilled. Cloud native developers even more so. That’s the key takeaway from the Cloud Native Computing Foundation’s The post New CNCF report: 75% of cloud-native developers ship code with AI. Jonathan Bryce explains why. appeared first on The New Stack .

Ramp hired a 14-year-old intern after discovering an app he had built for fun that attracted attention from roughly a The post A $60 billion fintech hired a 14-year-old. Its CEO explains why. appeared first on The New Stack .

On Monday, Anthropic launched Claude Fable 5.2 and Mythos 5.2, the latest versions of its duo of flagship models. Like before, The post Anthropic launches Fable 5.2 with a price cut and stronger coding scores appeared first on The New Stack .

Google’s eighth-generation TPU announcement on Monday included more than new chips, introducing TPU Sync, an open-source system designed to speed The post Google claims its new AI software cuts inference latency by over 90% — but there’s a catch appeared first on The New Stack .

Two of the biggest players in the AI coding space are betting that developers want to talk to their agents The post Cursor and Google join OpenAI in giving coding agents a voice. Claude Code stays silent. appeared first on The New Stack .

Meta on Monday debuted Muse Ember, a smaller, more efficient multimodal member of its Muse model family. The company is The post Meta launches Muse Ember to take on Claude Haiku and GPT-6 Luna appeared first on The New Stack .

AI can find your data. It can’t read your mind. AI agents can already reach into your CRM, your warehouse, The post Why semantic layers will be essential for enterprise AI appeared first on The New Stack .

Real-time applications often combine tools with distinct roles. A typical setup might use Kafka to handle events, Flink to process The post Real-time state has a cost your memory bill won’t show appeared first on The New Stack .