Skip to content
Dx
03Applied pack

Workflow & Systems

5 modules · 330 minutes of real work · after Core Judgment

03 — Workflow & Systems

Status: Optional · take this after Core Judgment · do not take it first

Purpose

This pack is for people who need to change how recurring work actually gets done across people and tools. It assumes you have completed Core Judgment. If the decision filters from Core are not yet solid, go back. You will need them here. The goal is practical: redesign work so that AI (or any tool) is placed deliberately, human judgment stays in the right places, and you can tell whether the change actually improved anything.

The modules

  1. Map the Work That Actually Happens — official process diagrams are fiction; the real map starts with real triggers
  2. Decide Where a Human Must Stay in the Loop — checkpoints are deliberate, not accidental leftovers
  3. Design the Smallest Useful Change — grand redesigns die; small, testable changes survive
  4. Measure Before and After — if you do not measure, you are just rearranging steps and hoping
  5. Failure Handling at Workflow Level — a workflow that cannot surface and handle its own failures is not ready for production

Who this is for

People who own or operate recurring workflows — team leads, process owners, operators, coordinators — and want the machine carrying what it can carry without losing visibility or accountability.

What you will be able to decide after this

  • Where a workflow actually starts, and whether the official description matches reality.
  • Which steps a human must own, and why.
  • What the smallest useful change is — and how you would roll it back.
  • Whether a change improved the numbers that matter, not just the steps on a slide.
  • Whether the workflow can survive a realistic failure without losing ownership.

Rules of this pack

  1. Every module builds on the artifact from the previous module. By Module 5 you hold one redesigned workflow, not five worksheets.
  2. The maps, briefs, and measurements are about one real workflow you care about. Pick it in Module 1 and keep it.
  3. Nothing here re-teaches Core Judgment. Net value, verification cost, and evidence standards are assumed.
  4. 45–90 minutes per module. You have a job; this should not feel like a second one.

The checkpoint

You are getting value from this pack when you can:

  • Identify the real triggers that start work
  • Map work as it actually happens, not as it is supposed to happen
  • Place human checkpoints deliberately
  • Design small, measurable changes instead of grand rewrites
  • Know whether a change improved the numbers that matter
  • Handle failure without losing ownership or visibility — and prove it with a simulation

If you are still starting from tools or from idealized process diagrams, stay here and do the mapping work properly.

The modules

Map the Work That Actually Happens

~75 min

Artifact: A current-state map of one recurring workflow, with the real trigger(s) stated explicitly, simple enough that someone who does the work would recognize it — including baseline numbers

Verify: Show the map to at least one person who performs the work and ask specifically: "Is this how it actually starts, and is this the path it usually takes?" Revise until they agree it matches reality

Decide Where a Human Must Stay in the Loop

~60 min

Artifact: The Module 1 map marked step-by-step as Human-required / AI-assist candidate / Full automation candidate, with a one-sentence justification for every Human-required step

Verify: Review the marked map with someone who will be accountable if the workflow fails. If they disagree on any high-stakes step, resolve it before moving on

Design the Smallest Useful Change

~60 min

Artifact: A one-page redesign brief for the smallest useful change — what changes, what stays, where AI is used and how it is constrained, where the human checkpoints sit, how success is measured, how to roll back

Verify: Walk the brief with someone who does the work and someone who owns the outcome. If either cannot explain how they would know the change succeeded or failed, tighten the measurement section

Measure Before and After

~60 min

Artifact: A before/after measurement sheet for the change designed in Module 3 — baseline numbers, the target, and the actuals once available, with confounding factors noted

Verify: If the after numbers are better, check whether the improvement came from the change you made or from something else (lower volume, different people, temporary attention). If you cannot tell, the measurement is incomplete

Failure Handling at Workflow Level

~75 min

Artifact: A failure and recovery brief for the redesigned workflow — detection, notification, response, restoration, and recording — plus notes from one concrete failure simulation

Verify: Conduct the simulation with the people who would actually be involved. If response or ownership is debated in the moment, revise the brief and the design before going further

The gate

Done with the modules? The checkpoint decides whether you leave this pack. No badge — the right to continue.

Workflow & Systems checkpoint →