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Aider, Claude Code, and OpenClaw ran an identical model. Token use varied...
When teams price an AI coding agent, they tend to scrutinize the model. But three recent benchmarking efforts suggest the harness — the software that steers it through tasks — may matter just as much....
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Perplexity just separated reasoning from authority. Here’s why it matters for...
Perplexity shipped Portable Computer this week, the local-first version of its Computer agent running on an Nvidia DGX Spark workstation, and the bill is steep: A DGX Spark starts at $4,700, and even...
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Ox Alpha’s real mystery isn’t who built it
Everybody wants to know who built Ox Alpha. But developers using the anonymous coding model with their own private code will have a more pressing question: What happens to that code after they hit...
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Grok Bot vs. Hermes: Where each draws the security boundary
Put several AI bots to work, and a mistake by one may not stay within its assigned task. For example, that error could reach another bot’s files and login credentials, or even the computer running them...
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Grok, Claude, and Hermes agents get job titles — and persistent permissions
Your next AI coworker may look like a chatbot, but underneath their name, face, and job title will be something more consequential: A persistent identity that uses memory, keeps permissions, and has...
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Anthropic defined the standards inside Agent Plugins. So why isn’t it helping...
Earlier this month, Vercel released Agent Plugins 1.0.0 with core maintainers from AWS, Cursor, Microsoft, and OpenAI. Google announced the same day that it was joining them. The format fixes something...
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Meta stopped worrying about distillation and just shipped the pipeline
Meta released Muse Glimmer on Monday, a 30-billion-parameter open-weight model distilled from Muse Spark and licensed under Apache 2.0. The question worth highlighting is what a teacher and a student...
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Coinbase, Shopify and Ramp all built their own coding agents. All three still...
Enterprise engineering teams are converging on a common architecture for AI-assisted software development. Coinbase, Shopify, and Ramp have each built an internal coding agent for their developers. Yet...
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Free agents: How AWS Kiro could untie agents from editors
Choosing a coding agent may soon no longer mean having to pick a new editor or terminal, too. That scenario came a step closer to reality this week, when AWS explained how Kiro replaced three separate...
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Kernel of truth: GPT-5.6 Sol can cut its own costs, says OpenAI
OpenAI has detailed how the GPT-5.6 model family balances capability and cost across its stack, and the company‘s most important claim is a benchmark result showing that its flagship model, GPT-5.6...
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MCP’s biggest update removes the machinery many servers were built around
The biggest update to the Model Context Protocol (MCP) since its launch is almost here. Lead maintainers froze the release candidate on May 21, with the final specification set to arrive July 28. At...
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Microsoft and Google DeepMind agree on AI control — but not on who holds it
Over two days this month, two of the most credible people in the industry published framework manifestos on X. Microsoft CEO Satya Nadella posted “The Reverse Information Paradox” on July 12. And then...
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AWS, Google Cloud, Microsoft Azure, and Cloudflare now all offer agent...
Google Cloud announced it had put Cloud Run sandboxes into public preview earlier this month at WeAreDevelopers World Congress in Berlin, a few weeks after AWS shipped its version. And both sandboxes...
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Amazon, Microsoft, and Google are converging on the same enterprise agent...
Over the past nine months, Amazon, Microsoft, and Google have each introduced or renamed an enterprise agent platform. And all three have converged on the same core architecture. Runtime, memory, tool...
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Kubernetes won the container decade. Google’s Agent Substrate wants the next...
Google made GKE Agent Sandbox generally available in May 2026 and, in the same post, introduced a second project called Agent Substrate. These two announcements concede a point that Kubernetes veterans...
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OpenAI, Microsoft & Anthropic agree on who runs the agent. They disagree on...
OpenAI announced ChatGPT Work on July 9 and began rolling it out to Pro, Enterprise, and Edu users. It runs on the new GPT-5.6, opens a user’s local files, edits Google Workspace and Microsoft 365...
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Meta says it caught OpenAI. One thing is missing.
The same week Mark Zuckerberg told Meta staff that the company’s AI bets “haven’t come to fruition yet,” his superintelligence chief Alexandr Wang gave them a very different message. Watermelon, the...
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Andrej Karpathy, Google and Garry Tan agree Markdown is the answer, but...
In April, Andrej Karpathy published a GitHub gist file called “LLM Wiki,” a brief text document designed to help one build a personal knowledge base using LLMs. It’s based on the premise that an AI...
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Microsoft, AWS and Anthropic are spending billions — and not on better models
On July 2, Judson Althoff, CEO of Microsoft’s commercial business, announced the formation of the Microsoft Frontier Company. The new operating unit will embed 6,000 industry and engineering experts...
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AWS, Microsoft, and Google agree the session is the new unit of compute. They...
Over the past few months, four AI giants quietly rebuilt the same thing at once: AWS, Microsoft, Google, and Anthropic each shipped agent runtime updates that point to the same architectural shift....
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