AI Engineering/Phase 14/Lesson 40

Multi-Session Handoff

The session is going to end. The work is not. The handoff packet is the artifact that turns "the agent worked for an hour" into "the next session is productive in the first minute." Build it on purpose, not as an afterthought.

Build 50 min Python (stdlib)

Prerequisites: Phase 14 · 34 (Repo Memory), Phase 14 · 38 (Verification), Phase 14 · 39 (Reviewer)

#Learning Objectives

Identify the seven fields every handoff packet needs.
Generate a handoff from the workbench artifacts without hand-writing prose.
Trim large feedback logs into a handoff-sized summary.
Make the next session's first action deterministic.

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The text and code of this lesson are based on AI Engineering from Scratch by Rohit Ghumare, MIT licensed.