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Read articleAnnouncements Jun 30, 2026 Claude Science, an AI workbench for scientists, is now available Claude Science is a customizable app that integrates the tools and packages researchers most often use, produces auditable artifacts, and provides flexible access to computing resources.
Claude Science shows how AI workbenches can make advanced research workflows more auditable, repeatable, and useful for teams that need real operating discipline.
Read articleClaude Science Shows Why AI Workbenches Need Operational Boundaries
A practical AM Catalyst take on Anthropic Claude Science: AI workbenches become useful when they are tied to source control, workflow boundaries, and auditable operations.
Read articleWhat Automation Operators Can Learn From a Stale Config Reference
There is a quiet kind of operational issue that shows up in almost every growing automated system. It is not dramatic. It is not a system failure. It is not the kind of thing that deserves a war room or a sweeping rewrite. It is usually something much smaller: one remembered reference, workflow note, or…
Read articleAI Readiness Before AI Agents
AI readiness is not just a technology question. It is an operations question. Before a company deploys AI agents, it needs enough clarity around workflows, permissions, data, and decision rules for the agent to be useful without creating unnecessary risk. What does AI readiness mean for a business? AI readiness means the business has enough…
Read articleFollow-Up Is a System
Follow-up is one of the simplest places to find hidden revenue leakage. The problem is rarely that a business does not care about prospects or clients. The problem is that follow-up depends on memory, inbox scanning, or owner availability. That is fragile. Why does follow-up break down? Follow-up breaks down when the next action is…
Read articleWhy Being Found Online Now Means Being Useful to AI Systems
Search visibility is changing from a contest for one blue link into a contest for trust, clarity, and extractable answers. Businesses still need strong websites, but ranking alone is no longer enough if AI systems summarize the answer before a person clicks. For AM Catalyst readers, the practical question is simple: can Google, answer engines,…
Read articleWhat Operational Drag Actually Costs
Operational drag is the hidden cost of work that moves too slowly, depends on memory, or requires the owner to push every next step. It usually does not look like one obvious failure. It shows up as repeated friction: a lead waits too long for a reply, a handoff depends on one person, or a…
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