From Lab to Life · Essay

The Handoff Writes Itself

Your brain → your team's brain → your agents' brain. The third layer has shipped, and it automates the one part of my build process I had never managed to stop doing by hand.

Published
30 August 2026
Author
Dr. Tali Režun
Series
The Curator
Topics
Agent Memory · Context Engineering · MCP · The Curator

The confession piece about two years of hand-written handoff files. The flaw: the most degraded model writes the most important document. The fix is The Curator's agent-memory layer (v3.17), where agents save incrementally over MCP throughout the session. Introduces the rule "knowledge accumulates, state supersedes". Portable memory is the precondition for a mixed fleet. Not code-specific.