Blog
Insights for the people building the future with AI.
Claude Opus 4.7: What Actually Changed for Agentic Work — and What Got Better
Most model releases are incremental — better benchmarks, slightly faster responses, same fundamental behavior. Claude Opus 4.7 is different. It targets the exact failure mode that made earlier models frustrating for serious agentic work: giving up.
Claude Code in 2026: From Coding Assistant to Autonomous Engineering Agent
Claude Code started as a capable coding assistant. In 2026, after a dense sequence of architectural additions — Remote, Dispatch, Channels, AutoDream, and Computer Use — it's becoming something closer to an autonomous engineering agent. The gap between those two things is worth understanding.
AI Tools vs. AI Operating Systems — Why the Distinction Is the Most Important One in Business AI Right Now
Most businesses are using AI as a tool — something you pick up for a specific task and put back down. A smaller number are running AI as an operating system — a structured layer that handles how entire functions think, plan, and execute. The gap in outcomes between the two approaches is growing fast.
AI Agent Memory: Why Your Agents Keep Forgetting — and What the 2026 Solutions Actually Look Like
The most common complaint about AI agents isn't that they're not smart enough. It's that they don't remember anything. Every session starts from zero, every established preference has to be re-explained, and every prior conversation might as well have never happened. In 2026, this is finally being solved — but the solution is more complex than it first appears.
Agentic Engineering Is Reshaping Every Business Function — Not Just Software Development
The conversation about agentic AI has been dominated by software engineering use cases — agents that write code, fix bugs, deploy services. But the underlying shift happening in 2026 isn't about code. It's about which cognitive tasks can be systematically delegated, and that question applies equally to sales, marketing, finance, and operations.