Put your practical experience into Skill in-one-go: MemOS Skill

MemOS turns long-running conversations into reusable, load-on-demand 'Skills' that agents can call during task execution — a clear attempt to move beyond one-shot context into durable task logic. It’s an interesting engineering abstraction and nice to see an API-first demo, but the landing material glosses over crucial details like skill validation, deduplication, and safeguards against propagating bad agent behavior; show me metrics or human-in-the-loop tooling and this gets a lot more compelling.