From the team

Blog

Mythos: What Anthropic's Own Reliability Team Says - and What It Means for Production AI

Innovation

Mythos: What Anthropic's Own Reliability Team Says - and What It Means for Production AI

Anthropic's model card includes a candid reliability assessment of Claude Mythos. We break down what their own engineers found - where it's a step change, where it still falls short, and what this means for teams running AI in production.

Itamar Knafo
Itamar KnafoApr 8, 2026

Engineering

The Three Meanings of "Nothing" in AI Agent Tool-Calling

Mid-investigation, a tool call comes back empty. One agent retries endlessly. Another reports a failure. A third keeps searching across every data source it can find. Same empty response, three completely different problems.

Yanir Rot
Yanir RotApr 5, 2026
The Three Meanings of "Nothing" in AI Agent Tool-Calling

Industry

What is AI SRE? The History, the Market, and What Comes Next

AI SRE did not appear out of nowhere. Here's where it came from, how the market is forming, and why the next phase will be about prevention, not prettier incident response.

Itamar Knafo
Itamar KnafoMar 29, 2026
What is AI SRE? The History, the Market, and What Comes Next

Innovation

AI Is Writing 46% of Your Code. Nobody's Watching What It Breaks.

We use AI coding tools every day. They're the future. But 46% AI-generated code, 98% more PRs, and 30% more change failures is what that future actually looks like - and nobody's talking about it honestly.

Itamar Knafo
Itamar KnafoFeb 7, 2026
AI Is Writing 46% of Your Code. Nobody's Watching What It Breaks.

AI

Your AI Strategy Is a Data Strategy Wearing a Costume

Most companies think they have an AI problem. They don't. They have a data problem - messy pipelines, no context, garbage semantics - and they're throwing models at it hoping nobody notices.

Michael Zigelboim
Michael ZigelboimJan 14, 2026
Your AI Strategy Is a Data Strategy Wearing a Costume

Manifest

Postmortem: Reactive Operations

We automated detection twenty years ago (to some extent...) - Investigation is still manual. Here's why that's a problem.

Itamar Knafo
Itamar KnafoDec 18, 2025
Postmortem: Reactive Operations