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O'Reilly Radar — AI/ML

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Writing with AI

Writing with AI

A lot of professional writers say they never do it. And for writers who do, the consequences can be serious. Book contracts have been withdrawn. People have lost jobs. I have a contrarian view. I say AI is a medium, like painting, sculpture, photography, music, or language itself. If AI is a medium, it is […]

O'Reilly Radar — AI/ML
The Identity Crisis No One Planned For: Governing Nonhuman Agents at Enterprise Scale

The Identity Crisis No One Planned For: Governing Nonhuman Agents at Enterprise Scale

For a decade, identity and access management meant one thing: governing the humans who log in. Employee joins, gets provisioned, gets a manager, gets a departure date, gets offboarded. That loop is well understood. What changed is that the fastest-growing population inside enterprise environments is no longer human, and the governance playbook written for people […]

O'Reilly Radar — AI/ML
When Smaller Models Win

When Smaller Models Win

The following article originally appeared on the Asimov’s Addendum blog and is being republished here with the author’s permission. Even the best AI models can suck at chess The launch of ChatGPT had an interesting effect on the online chess discourse. Chess has already long been conquered by machines. As early as 1996 a computer […]

O'Reilly Radar — AI/ML
Shadow Agents, Standing Privileges, and the Governance Gap Between Deployment and Discovery

Shadow Agents, Standing Privileges, and the Governance Gap Between Deployment and Discovery

There was a brief window where AI agent security felt like a future problem. Organizations deployed copilots, coding assistants, and autonomous workflows on the assumption that the worst case was a bad recommendation or a hallucinated answer. That window closed in the first half of 2026, when a cluster of vulnerabilities and a landmark incident […]

O'Reilly Radar — AI/ML
Data Intelligence: Building Your Competitive Advantage in the Era of AI

Data Intelligence: Building Your Competitive Advantage in the Era of AI

To keep pace with modern business, data strategy is shifting toward more autonomous real-time systems that deliver intelligence at the moment decisions are made. Driven by agentic AI, modern data teams are moving beyond simply looking at what happened. Now they’re automating complex workflows that analyze what’s happening, anticipate what might happen next, and recommend […]

O'Reilly Radar — AI/ML
The Agent-Era Career

The Agent-Era Career

The following article originally appeared on Addy Osmani’s blog site and is being republished here with the author’s permission. If the AI layer gets good at anything, it will be anything that has an answer key. School used to be answer keys all the way down. School is the ultimate anchoring of success, because it’s […]

O'Reilly Radar — AI/ML
When Your Buyer Is an AI Agent

When Your Buyer Is an AI Agent

In 2021, Maersk, the world’s largest container shipping company, deployed AI agents from a startup called Pactum to negotiate freight lane contracts with its carrier suppliers. The objective was for AI agents to handle negotiations autonomously rather than merely support human procurement staff. Operating entirely autonomously, the system manages the end-to-end agreement process, from reaching […]

O'Reilly Radar — AI/ML
When Guardrails Go Wrong

When Guardrails Go Wrong

The latest round of restrictions and safeguards for frontier models are overly fussy and limiting. A Claude skill that I created demonstrates what happens when guardrails go astray. My skill helps me to find articles and blog posts that go into O’Reilly Radar’s monthly Trends to Watch. It reads roughly a dozen well-known sites like […]

O'Reilly Radar — AI/ML
What’s an Orchestrator—and Why Does Software Need One?

What’s an Orchestrator—and Why Does Software Need One?

The following article originally appeared on Medium and is being republished here with the author’s permission. Everybody’s talking about the death of developers. I get it. The developer whose job was to write boilerplate or scaffold CRUD apps is done—a model can do that in seconds, and that developer is not coming back. But the […]

O'Reilly Radar — AI/ML
When AI Writes the Code, Specifications Need an Exit Strategy

When AI Writes the Code, Specifications Need an Exit Strategy

The following article has been extended and rewritten by Markus Eisele from The Main Thread and is being republished here with the author’s permission. Open a repository after six months of spec-driven agent work and you may find a second system sitting next to the code. Requirements, research notes, high-level designs, low-level designs, implementation plans, […]

O'Reilly Radar — AI/ML