Fieldguide Fieldguide / DeepSeek V4.1 Flash / Module 5
Module 5 Multi-Prompt and Iterative Work Lesson 19 of 36 45 min In production

Chaining and Handoff: Artifacts as Memory

Stop re-explaining context. Write it down and pass the artifact forward.

Learning objectives

  • Choose the right artifact for carrying state between prompts
  • Write a handoff brief a fresh session can act on cold
  • Use files rather than conversation history as the source of truth

Session agenda — 45 minutes

  • 5 minFraming — why this exists and what you will be able to do
  • 10 minCore concept — the idea, explained from first principles
  • 15 minWorked walkthrough — watch it happen, with the real fields and output
  • 10 minHands-on exercise — you run it and measure the result
  • 5 minCheckpoint — recall questions and a note to your future self

Why this lesson exists

Stop re-explaining context. Write it down and pass the artifact forward.

What this lesson covers

This lesson sits in Module 5 — Multi-Prompt and Iterative Work. It is scoped to a single 45-minute session with a concrete outcome at the end rather than a survey of the topic.

Learning objectives

  • Choose the right artifact for carrying state between prompts
  • Write a handoff brief a fresh session can act on cold
  • Use files rather than conversation history as the source of truth

Session agenda

  • 5 minFraming — why this exists and what you will be able to do
  • 10 minCore concept — the idea, explained from first principles
  • 15 minWorked walkthrough — watch it happen, with the real fields and output
  • 10 minHands-on exercise — you run it and measure the result
  • 5 minCheckpoint — recall questions and a note to your future self

Session outline

The full written lesson is in production. The session is built around the objectives above and follows the standard agenda: framing, the core concept explained from first principles, a worked walkthrough using the real API fields and outputs, a hands-on exercise you run yourself, and a recall checkpoint.

Every practical lesson in this course follows the same evidence rule — you run the thing and read the actual output rather than accepting a description of it. Where a lesson touches cost, you measure tokens and cache splits from the response. Where it touches code, you execute it. Where it touches design, you look at it at phone width.

Where it fits

PositionLesson
PreviousThe Three-Move Loop: Plan, Build, Verify
This lessonChaining and Handoff: Artifacts as Memory
NextCritique and Repair: Making It Fix Its Own Work

Checkpoint

At the end of this session you should be able to satisfy each of the learning objectives above without notes. If any one of them is still fuzzy, re-read that section before moving on — the next lesson assumes it.

Progress is stored in this browser only.
DeepSeek V4.1 Flash — The Practitioner Course Course syllabus · All courses