Every LLM session will build towards the next

A useful session should not evaporate when the chat ends. It should produce some durable improvement, a sharper prompt, a better script, a clearer spec, a committed fix, or even just a note about what went sideways. The next agent should start ahead, not at the same blank wall with a fresh cup of amnesia.