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O'Reilly Radar — AI/ML

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The Tidy House

The Tidy House

DJ Patil has spent the past several months on a listening tour. Wherever he travels, he finds a local university, pings faculty and students and anyone else who wants to show up, and runs an AMA. He’s heard from grad students who can’t get callbacks, hospital administrators dealing with federal policy changes that land like […]

O'Reilly Radar — AI/ML
Predict, Don’t Enumerate

Predict, Don’t Enumerate

A third of the way into a security-operations guide that Anthropic published in April 2026, wedged between a recommendation to patch CISA’s Known Exploited Vulnerabilities list and a suggestion to automate your deployment pipeline is a small recommendation: “Use EPSS to prioritize the rest.” For anyone who has worked on a vulnerability backlog in the […]

O'Reilly Radar — AI/ML
Context as Code

Context as Code

As syntax becomes cheap and abundant, architectural control becomes the scarce resource. Effective governance starts upstream, where intent, constraints, and threat models shape the agent’s working context before generation begins. The goal isn’t better prompting but build-time boundaries that prevent structurally invalid code from entering the system. The Frankenstein factories The dark factories (as Dan […]

O'Reilly Radar — AI/ML
AI Sovereignty and the Architecture of Participation

AI Sovereignty and the Architecture of Participation

Adam Tooze recently shared a piece from The Economist about Brazil’s push for what it calls “medical sovereignty,” the determination to make its own vaccines and the active ingredients that go into its medicines rather than depend on supply chains it doesn’t control. Brazil already produces a large share of its own medicines through public […]

O'Reilly Radar — AI/ML
SaaS Is Not Dead Yet

SaaS Is Not Dead Yet

With the rise of agents, many people have been proclaiming that the age of software as a service (SaaS) is over. Who needs to subscribe to a service when you can create your own software with a few English-language prompts and a few dollars spent on tokens? Your own software, most likely a skill that […]

O'Reilly Radar — AI/ML
Open Source Ecosystems

Open Source Ecosystems

The following article originally appeared on the Asimov’s Addendum Substack and is being reposted here with the author’s permission. Bill Gurley has an excellent article on what he calls open source strategy, which we recommend reading. There is a lot to debate about his concluding argument in particular: that open-weight models are central to keeping the AI market […]

O'Reilly Radar — AI/ML
Agent Skills

Agent Skills

The following article originally appeared on Addy Osmani’s blog and is being reposted here with the author’s permission. The default behavior of any AI coding agent is to take the shortest path to “done.” Ask for a feature and it writes the feature. It doesn’t ask whether you have a spec, write a test before […]

O'Reilly Radar — AI/ML
Who Authorized That? The Delegation Problem in Multi-Agent AI

Who Authorized That? The Delegation Problem in Multi-Agent AI

Your AI agent booked a meeting, summarized a financial report, and emailed the highlights to three stakeholders. To do this, it called a calendar agent, a document analysis agent, and an email agent. Each accessed internal systems, made decisions about what to include, and acted on your behalf. Here’s the question your security team can’t […]

O'Reilly Radar — AI/ML
The Agentic P&L: Beyond the Empire of Headcount

The Agentic P&L: Beyond the Empire of Headcount

For over a century, both the prestige and budget of a corporate department have been measured by a single crude metric: headcount. If you manage 500 people, you’re a “distinguished leader.” If you manage five, you’re a footnote. This “empire of headcount” has governed everything from office square footage to C-suite influence. It’s the fundamental […]

O'Reilly Radar — AI/ML
The Agent Stack Bet

The Agent Stack Bet

The following article originally appeared on the Elevate newsletter and is being reposted here with the author’s permission. Peek under the hood of most “production agents” shipping today and you won’t find intelligence. You’ll find custom plumbing, fragile session logic, shared service accounts, and a security model held together by hope. This can be so […]

O'Reilly Radar — AI/ML
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