Making AI work through eval hygiene

Anthropic’s own guidance reflects all of this. Agents are “fundamentally harder to evaluate” than single-turn chatbots because they operate over many turns, call tools, modify external state, and adapt based on intermediate results. And...

Rethinking VM data protection in cloud-native environments

VMs defined by Kubernetes resources The first big difference is in representation. In traditional virtualization systems, a VM is defined by an object or set...

Technical debt is just an excuse

Technical debt: This is the code that you know is sub-par, but that you decided to write for good reasons, and that you have...

8 ways to do more with modern JavaScript

Modern JavaScript has strong class support as well as prototype inheritance. This is typical of JavaScript: there’s more than one way to do it,...

GenAI isn’t taking software engineering jobs, but it is reshaping leadership roles

Khandabattu said that genAI can expedite the hiring process by facilitating identifying top candidates. For instance, leaders can use genAI to conduct job analyses...

DeepSeek-Prover-V2: Bridging the Gap Between Informal and Formal Mathematical Reasoning

While DeepSeek-R1 has significantly advanced AI’s capabilities in informal reasoning, formal mathematical reasoning has remained a challenging task for AI. This is primarily because...
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