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Who Governs What an Agent Learns?

The following article originally appeared on Tim O’Brien’s Medium blog and is being republished here with the author’s permission. I think we’re missing something in the conversation about agent security. We keep asking whether an agent has the right β€œidentity” and β€œcredentials.” Whether its credentials expire fast enough. Whether it can access a database or […]

The PHP Incident

The PHP security incident is now (almost) old news. The timeline looks something like this: In late August, Wiz Research discovered two serious remote code execution vulnerabilities in PHP called PHP2Shell. They reported the vulnerabilities to the PHP team on August 24, which started working on fixes on September 21. Amazon apparently detected PHP2Shell in […]

When Architecture Decisions Actually Apply

In my previous Radar article, β€œArchitectural Guardrails for AI-Generated Code,” I argued that AI coding agents need a layer that can hold architectural decisions in a structured corpus, retrieve the relevant ones, put them into the agent’s context before it writes code, and enforce explicit constraints with reproducible checks. Testing that model exposed two distinctions […]

The Agentic Data Science Playbook

The following article originally appeared on Vanishing Gradients and is being republished here with the authors’ permission When an AI agent can explore a dataset, choose a modeling approach, run the analysis, and explain its findings, what should the data scientist do? Traditionally, data scientists chose each step and implemented much of the analysis themselves. […]

Human Judgment Doesn’t Leave the Software Factory, It Relocates

The following article originally appeared on Elevate and is being reposted here with the author’s permission. A software factory is a repeatable loop around software work. If you’re building a software factory, code good enough to ship still needs human taste and ownership. We’ll discuss this including whether you need a factory just yet. If […]

Architecting for the Knowledge You Can’t Capture

Every knowledge program seems to begin with the same request. A senior engineer is leaving in six weeks, and someone asks her to document the process she’s carried for years. She returns a clean flowchart of the happy path. The drawing is accurate and may even be elegant. It leaves out the thresholds she watches, […]

Why β€œIt Depends” Is the Most Future-Proof Phrase in Software

Ask an architect almost any question and you’ll get the same answer: It depends. For years this answer has been the punchline of jokes about architects, but in an era when AI can generate a working service faster than you can describe it, β€œit depends” is one of the most important phrases in software. It […]
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