Liquid AI caught its model cheating on coding tests — then it recognized the sandbox
Liquid AI’s new reasoning model was built to solve coding problems, but during training it kept combing Git history, GitHub, The post Liquid A…
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His scanner wouldn’t work on Linux — so he let Claude study the Windows driver
Christian Schaller, a Red Hat engineering director and longtime GNOME and Fedora contributor, had a box of old family negatives The post His scanner…
AI agents vs. Kubernetes: where each belongs in the control loop
Kubernetes has always relied on agents, just not the kind dominating today’s AI conversations. A controller watches the current state, The pos…
AI agents turn one request into about 20. Kubernetes is evolving to handle it.
Welcome to another edition of Road to KubeCon, where we’re tracking interesting movements in the cloud-native and Kubernetes ecosystem as The…
Muse Wonder vs. Claude Fable 5.1: Meta’s new model came closer than I expected
Meta launched Muse Wonder on October 12, about three months after Muse Spark 1.1 opened Meta’s paid Model API. Meta The post Muse Wonder vs. Claude…
“Developers are paying frontier prices for amnesia”: Uvi wants to stop the agent relearning brain drain
Every time an AI agent has to trawl Slack threads, Jira tickets and old pull requests to piece together something The post “Developers are paying fr…
Vercel adds always-on workers to run more of your backend
Vercel is giving developers more options for running their backends on its platform. At its Ship conference in San Francisco The post Vercel adds al…
Nvidia squeezed a 74B agent model into 24GB so it can run on your laptop
Nvidia on Thursday announced a few new additions to its Nemotron family: Nemotron 3.5 Super VL, a 120B vision-language model for The post Nvidi…
The permission you denied today is your safety net for tomorrow
What happens when you give an AI support agent a permission it never needed, then assign it a task the The post The permission you denied today is y…
The code confidence gap nobody’s talking about
AI has changed the economics of software creation: A task that once took hours to implement can now start with The post The code confidence gap nobo…
Agentic AI doesn’t have a model problem. It has a retrieval problem.
On BrowseComp-Plus, GPT-4.1 answered 93.49% of the questions correctly when it was given the supporting documents directly. When an agent The post A…
Researchers left a hidden message for rogue AI agents. Then the agents wrote back.
A team of researchers investigating AI agents trying to bypass Alibaba’s anti-bot protections left a hidden message inviting the agents The po…
Why 88% of AI pilots never make it to production
A joint IDC and Lenovo study reports that 88% of AI proof-of-concept (POC) projects fail to reach production because of unclear The post Why 88…
“Take work away from frontier LLMs”: Subquadratic’s decision model claims 12x Jev’s context window
Jev has a lot to answer for. Ever since AI startup TypeSafe unveiled the decision model in mid-September, the industry The post “Take work away from…
66% of billion-dollar companies leave critical bugs unpatched — the part the AI bug-hunting hype leaves out
Chainguard has launched an AI-powered security harness that uses frontier models, including Anthropic’s restricted Claude Mythos 5.1, to find…
The agent did the work. The audit log couldn’t say who asked.
More than 20 percent of the MCP-related access policies that Shawn Petty’s team reviewed across customer and prospect environments were The po…
Workday goes headless, opening its HR and finance data to outside AI agents
Workday is opening up its platform and allowing developers to build their own HR and finance agents in Claude Code, The post Workday goes headless,…
“A major overhaul”: OpenCode 2.0 puts its terminal, desktop, and web apps on one shared service
OpenCode 2.0 is getting a formal unpacking today, some three months after its public beta launch. The sizable architectural upgrade The post “…
Coding agents made building easy. Platform teams that build from scratch are 3.5x more likely to lack a strategy.
Build-or-buy is usually framed as an engineering trade-off, where developer time is weighed against integration and migration overhead, and control…
Andrej Karpathy says only 5,000 people have seen what AI can really do
OpenAI founding member Andrej Karpathy, who joined Anthropic in May, thinks most of the world has little idea of what The post Andrej Karpathy says…
Claude Code found my app’s shared contract in two MCP calls. Then the records ran out.
Every Claude Code user has watched a new session start from zero. You open it on a system you built The post Claude Code found my app’s shared contr…
How to turn AI production feedback into better agents
Your agent is live. The service is healthy. But are its answers getting better? By connecting production traces, curated data, The post How to turn…
Microsoft skipped OpenAI’s decision model and built its own on Alibaba’s Qwen
Microsoft on Friday launched Microsoft-Decision-1 in Foundry, three days after OpenAI opened its Decisions API to every developer in public The post…
AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on.
AWS’s new decision model comes with a familiar address. Released October 1, Strands Decider 2B is an open-weight model built The post AWS, Upstage a…
Harness bought Augment’s coding agents. The best feature hasn’t shipped yet.
Harness announced Thursday that it acquired Augment Code’s Cosmos software factory, Auggie CLI and Code Context Engine, along with the The pos…
Claude can now build your dashboards
A month after OpenAI gave ChatGPT Work a data agent that builds dashboards, Anthropic on Thursday shipped its own version.  Claude Da…
GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud
GitHub Copilot will soon decide whether coding tasks run locally or get sent to cloud models, with automatic routing expected The post GitHub Copilo…
Your AI agent just provisioned a resource. Who owns it?
The environment has thirty-four resources, including a VPC, subnets, an RDS instance, and a load balancer that hasn’t seen any The post Your A…
The audit log says my name: what an agent inherits when you hand it your credentials
I measured what an AI agent actually holds when it authenticates as me. Authentication turned out to be a token The post The audit log says my name:…
The API tax: Why AI agents stall without infrastructure context
Enterprises continue to face an autonomous cloud bottleneck that breaks autonomous operations and leads to failure. This architectural flaw leaves T…