qwen3.8-27b on “A message about technical debt”: worse with Minto on both measures

Structure 7 → 6 of 8 −1 Quality 9 → 8 of 10 −1

The judge on the output with Minto

The colleague tone and payoff-oriented branches work, but the order is less natural and two evidence sources vanish.

Mode write · case 08-techdebt · run v1.7.0-final

Structure of 8, 2 points per axis
StructureWithout Minto 7With Minto 6Change
Top22
Key-line composition22
Levels11
Order and kind21−1
Quality of 10, 2 points per axis
QualityWithout Minto 9With Minto 8Change
Top22
Same-kind grouping22
Explainable order21−1
MECE11
Visible, proportionate structure22

Outputs and the judge’s words are quoted as written, in English.

Without Minto

control prompt · blind label out-01
  • unacknowledged_source_loss
  • quality after the rubric’s penalty 8/10

Clean three-branch hierarchy, but it compresses away the separate churn-chart evidence.

Hi Alex,

I recommend we use the next sprint to reduce the defect backlog.

The evidence supports this:

  1. Backlog risk: Incoming defects exceed fixed defects, and the one-year projection shows the backlog will continue to grow.
  2. Customer impact: Customer Experience and Research data link defect volume to churn, reinforced by an interview example.
  3. Commercial impact: User posts, a major-account complaint, and Sales reports indicate these issues are making deals harder to close.

Can you confirm this as the sprint priority?

With Minto

prompt with the skill · blind label out-05
  • unacknowledged_source_loss
  • quality after the rubric’s penalty 7/10

The colleague tone and payoff-oriented branches work, but the order is less natural and two evidence sources vanish.

Hi Alex,

I recommend we use the next sprint to reduce the defect backlog. The attached trend shows new defects outpacing fixes, the one-year projection shows the backlog growing, and the business impact is already visible in churn, customer complaints, and sales.

  • Retention: Customer Experience data links churn to defect volume, and an interview shows how defects drive customers away.
  • Pipeline and brand: user posts, a major-account complaint, and Sales reports of falling close rates show defects are making deals harder to win.
  • Future workload: the time series of incoming versus fixed defects shows the gap widening, so delaying action leaves a larger backlog to clear.

Can you confirm this as the next sprint’s focus?

How the test was built

qwen3.8-27b received the same task twice. The control prompt is one framing line and the task. The prompt with Minto is the same task preceded by the full text of the skill. The judge read both outputs among 16 under blind labels and did not know which one had the skill.

Prompt without Minto 1 438 B
You are working on a business document using the Minto Pyramid Principle.

<!-- Original paraphrase inspired by Jory MacKay's Planio article,
     "The Pyramid Principle: How to pitch anything (and get a yes)", 2022. -->

# Fixture 08: technical-debt message

**Mode:** `write`
**Language:** `en`

## Context

You are a product manager writing to Alex, who decides the next sprint's focus.
Available evidence includes a time series of incoming and fixed defects, a
one-year projection, customer-experience data, an interview story, churn
plotted against defect volume, user posts, a complaint from a major account,
and Sales reports about falling close rates.

## Before

```text
Hi Alex,

I am increasingly worried about the defect backlog. The attached chart compares
new defects with the number we close and projects the backlog one year ahead.

Customer Experience and Research also report that defects are contributing to
churn. A second chart places churn beside defect volume, and an interview
illustrates the same issue.

There are signs of brand damage too: user posts, a complaint from a major
account, and Sales reports that these concerns are making deals harder to close.

I recommend using the next sprint to reduce the defect backlog. Let me know what
you think.
```

## Task

Rewrite this as a concise message to Alex using the Minto Pyramid Principle.

Return only the result, with no explanation of how you produced it.
Prompt with Minto five parts, in order · 29 011 B
  1. Below is a skill written as an instruction. Read it in full and apply it to the task at the end.
  2. ===== SKILL.md ===== SKILL.md at f4813ce 17 235 B
  3. ===== references/rules.md ===== references/rules.md at f4813ce 6 464 B
  4. ===== references/templates.md ===== references/templates.md at f4813ce 3 742 B
  5. ===== TASK ===== the whole case input
  6. Return only the result, with no explanation of how you produced it.
Case input before.md

<!-- Original paraphrase inspired by Jory MacKay's Planio article,
"The Pyramid Principle: How to pitch anything (and get a yes)", 2022. -->

Fixture 08: technical-debt message

Mode: write
Language: en

Context

You are a product manager writing to Alex, who decides the next sprint's focus.
Available evidence includes a time series of incoming and fixed defects, a
one-year projection, customer-experience data, an interview story, churn
plotted against defect volume, user posts, a complaint from a major account,
and Sales reports about falling close rates.

Before
Hi Alex,
                
                I am increasingly worried about the defect backlog. The attached chart compares
                new defects with the number we close and projects the backlog one year ahead.
                
                Customer Experience and Research also report that defects are contributing to
                churn. A second chart places churn beside defect volume, and an interview
                illustrates the same issue.
                
                There are signs of brand damage too: user posts, a complaint from a major
                account, and Sales reports that these concerns are making deals harder to close.
                
                I recommend using the next sprint to reduce the defect backlog. Let me know what
                you think.
Task

Rewrite this as a concise message to Alex using the Minto Pyramid Principle.

The judge’s gold gold.md

Gold 08: technical-debt message

This is an original modern fixture inspired by the cited Planio example, not a
book-derived gold text.

Expected structure

Top: Use the next sprint to reduce the defect backlog.

First-level reasons:

  1. The backlog is growing faster than the team can reduce it.
  2. Defects are driving customer churn.
  3. Defects are damaging brand perception and sales.

Evidence stays beneath its reason: incoming/fixed/projection data under backlog
growth; CX, interview, and churn chart under churn; user posts, account
complaint, and Sales reports under brand and sales.

The recommendation must move from the last paragraph to the first sentence.
Specific percentages, customer names, deadlines, or defect counts are
inventions. A compact colleague message is preferable to a formal memo.

An output that treats backlog growth as the SCQ Complication and uses only the
two external business losses as its key line may be stronger than this gold and
must not be penalized.

Judge gpt-5.6-sol, effort high · skill from commit f4813ce · run v1.7.0-final