AI Purple · Module 2 · The Stages of the Loop

Improve: From Finding to Change in Detections, Controls, Playbooks and Mandates

The lesson covers P4 Improve, the stage in which a finding becomes a change. Participants route a finding by the layer that failed to a detection, control, playbook, mandate or recorded risk acceptance, assign an owner who is not the scenario's author, review AI-drafted changes for overfitting and shared blind spots, count false-positive cost by replay and shadow, order the backlog, and record findings that no one can fix.

Lesson 10 of 29Chapter 1090 minutes

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Learning objectives

After the lesson the participant can:

Key concepts

Five routes
Detection, when activity was visible and no detection fired or it was routed wrongly; control, when a preventive control was absent or bypassable; playbook, when response was slow or wrong; mandate, when an agent, role or provider acted outside or short of its authority; recorded risk acceptance.
Change record
The CHG record of P4: the finding, the route, the decision with routes considered and urgency, the owner, the artefact, who drafted and who reviewed, cost, rollout, and the regression case handed to P5 Verify.
Alert budget and tune-or-retire rule
Each detection has a budget of alerts per week. A change is replayed over at least 30 days of telemetry, runs in shadow for 14 days, and is reviewed or rolled back if it exceeds its budget or twice its budget for two consecutive weeks.
Finding half-life
The number of days after which half of the findings opened in a quarter have a passing re-test; it counts only verified closure. Findings are sorted into urgent, standard and deferred, with default targets of 14, 30 and 90 days, by technique importance and evidence age, what the defence did and what is at stake.
Recorded risk acceptance
A decision by a role with authority over the residual risk, for a stated period, with a reason and a review date. The person who would do the work does not accept the risk, and the coverage record keeps showing the technique as failed or declared.

Interactive exercises

Do them here and get feedback at once. Choose a card and then where it belongs, or drag it.

Interactive exercise 1 · Match

Five routes for a finding

Match each route of P4 Improve with what the finding shows when that route applies.

Interactive exercise 2 · Scenario

A finding with no telemetry

Apply the chapter's rule for choosing the kind of change to a finding at Hansa Mutual.

Teaching plan

15 minThe teacher presents the route table and the ownership table, with the telemetry gap as the case where the route is collection first.
15 minGroups route six findings drawn from the chapters so far and split any that need two routes into child findings with separate owners.
15 minInput on AI-drafted changes and review: drafting from a behaviour description, a negative test, a named reviewer who is not the drafter, and caps on open drafts.
35 minExercise: write a finding-to-change decision and hand it to another pair for the reproducibility test.
10 minDebrief with the two worked examples: Hansa Mutual's detection merged at day 11 and still unverified, and Nordvik Region's change waiting on a provider's injected test.

Discussion

  1. Lowering an agent's level takes effect at once, while raising it needs a named authority and a re-test. Why does the chapter build that asymmetry into review?
  2. A loop that turns every finding into a rule ends with an alert queue nobody can read. Who should decide that an older rule is retired to make room for a new one?
  3. Nordvik Region cannot edit its provider's closure behaviour. What can a buyer of the loop do at P4 Improve, and where does its leverage end?

Written exercise

Exercise · 35 minutes

A reproducible finding-to-change decision

Take one finding from your own register or use FND-NR-2027-011 from Chapter 9. Following the nine steps of the practical guide, restate the finding in behaviour terms with the technique identifier and evidence reference; name the layer that failed and list the routes considered with a one-line reason for each not chosen; choose the route and split by route with an owner who is not the scenario's author; set the urgency from the three questions and a target date; state the expected alert cost, budget and shadow period; name the reviewer and record what an AI system drafted; identify the regression case with at least one variant; and set the review date. Then hand steps one to eight to another pair and compare the route they reach.

Deliverable: A finding-to-change decision record with route, owner, reviewer, cost, regression case and expiry, plus a note of the reproducibility test's result.

Self-test

Choose an answer to see whether it is right, or open the answer below each question.

  1. A finding shows that activity was detected but the response was too slow and too wide. Which route does the chapter's table indicate?

    Show the answer

    B. Playbook: change the playbook manifest, runbook or decision right.
    The playbook route applies when the activity was detected and the response was slow, wrong, too wide or too narrow. The artefact changed is the playbook manifest, the runbook or the decision right.

  2. Who must not own the detection change that answers a scenario, according to the ownership table?

    Show the answer

    C. The tester who wrote the scenario that it answers.
    The table lists the tester who wrote the scenario as the party who must not own the detection route. It carries the independence principle into ownership: the scenario's author does not tune the detection that answers it.

  3. What is the status of a finding whose detection change has merged but whose regression case has not yet run?

    Show the answer

    A. Implemented, unverified, with the coverage cell still shown as failed.
    A merged change is not a closed finding. In the Hansa Mutual example the finding is implemented-unverified and the coverage cell stays failed until P5 Verify has run the case and its variants and attached the evidence.