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Восемь моделей на этом кейсе

МодельСтруктура, из 8Качество, из 10
Claude Opus 54 → 7 +36 → 8 +2
Claude Sonnet 56 → 5 −17 → 7 0
Claude Haiku 4.55 → 5 08 → 7 −1
Codex gpt-5.6-terra6 → 5 −17 → 8 +1
gpt-oss-120b4 → 5 +14 → 7 +3
qwen3.6-35b-a3b5 → 6 +18 → 7 −1
qwen3.6-fp86 → 5 −17 → 7 0
qwen3.8-27bнет пары. Исключена. В базовом прогоне модель так и не закончила ответ с навыком, поэтому пару убрали из обоих прогонов, чтобы их можно было сравнивать клетка в клетку.

Что судья увидел во всех ответах

The strongest output is distinguished by promoting the low-pay → staffing shortage → delay and overtime chain into a first-level action and nesting the evidence beneath it. The weaker outputs consistently preserve the source’s overlapping simplification and methods-study branches, leaving the genuine wage lever buried, misplaced, or omitted.

О чём судья спрашивал каждый ответ

  1. Were process simplification and method/productivity change merged as one branch?
  2. Was raising wages promoted to the first level?
  3. How many first-level elements are actions?
  4. Are benchmark, process, staffing, delay, and overtime observations below the actions?
  5. Was irrelevant comparison/opinion material omitted with an explicit note?
  6. Is the reader's question stated literally?

Где ответы не дотянули

Повторяющийся дефектРаздел навыкаПричинаУ кого
Process simplification and method/productivity change remain duplicate branchesCore loop §6, MECE duplication testправило в навыке есть, модель его не выполнилаБез Minto · 7 Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8С Minto · 7 Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8
The wage action remains buried in observations or disappearsCore loop §§4 and 6, promotion of the real branch from observationsправило в навыке есть, модель его не выполнилаБез Minto · 7 Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8С Minto · 6 Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8
Staffing evidence is placed in context, attached to the methods branch, or omittedCore loop, vertical support and levelsправило есть, но спрятано глубокоБез Minto · 7 Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8С Minto · 6 Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8
The literal reader question is absentCore loop §§1 and 3правило в навыке есть, модель его не выполнилаБез Minto · 7 Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8С Minto · 6 Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, qwen3.6-35b-a3b, qwen3.6-fp8
Unsupported certainty, causal claims, or implementation details are introducedMode 3, “Invent nothing”правило в навыке есть, модель его не выполнилаБез Minto · 5 Claude Opus 5, Claude Sonnet 5, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8С Minto · 4 Claude Sonnet 5, Claude Haiku 4.5, qwen3.6-35b-a3b, qwen3.6-fp8
Omitted source material is not fully acknowledgedMode 3, preservation and dropped-fact ruleправило в навыке есть, модель его не выполнилаБез Minto · 2 Claude Haiku 4.5, gpt-oss-120bС Minto · 3 Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b
No output names one of the prescribed order typesCore loop §5, obscured by Mode 3’s clean-text guidanceправило есть, но спрятано глубокоБез Minto · 7 Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8С Minto · 7 Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5, Codex gpt-5.6-terra, gpt-oss-120b, qwen3.6-35b-a3b, qwen3.6-fp8

Как устроен тест

Промпт без Minto 2 516 Б
You are working on a business document using the Minto Pyramid Principle.

<!-- Faithful paraphrase of Minto (2010), Chapter 3, the TTW composing-room
     memorandum before restructuring. Original wording for this fixture. -->

# Fixture 02: TTW composing costs

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

## Context

TTW is a printing company in Aylesbury. A junior consultant spent two weeks
examining composing-room costs. The engagement manager already knows that
composition accounts for roughly 40% of hardback cost and 50-55% of paperback
cost, that TTW is uncompetitive on simple work, and that TTW does not know
whether its composing costs are actually excessive.

## Before

```text
To:
From:
Subject: TTW

This note records the information gathered during the past two weeks.

Composition is the largest production cost. Industry comparisons suggest weak
productivity and high cost at TTW. Every title, whether a complex reference
book or a simple novel, passes through essentially the same quality-control
stages.

People in Aylesbury want to understand the causes. I spoke with Roy Walter,
Brian Thompson, and George Kennedy. Kennedy is willing to test whether some
stages can be removed and why measured productivity trails the benchmark.

The department is overloaded. Manual composition is especially short of
capacity. TTW pays below local market rates, struggles to hire and retain
compositors, has just lost two employees, and now runs most jobs late.
Overtime is more than 50% over budget, while the union is pressing a new claim.

Conclusions

1. Costs may be reduced by:
   a. simplifying the process for inexpensive titles;
   b. increasing productivity by changing the composing method.

2. To simplify the process, TTW should test selected jobs and measure the
   effect of fewer or differently timed checks on quality and customers. The
   saving might reach 10% of total composing cost. A separate methods study
   could identify further productivity improvements because TTW trails the
   benchmark by 20-50%.

3. Comparisons with three other printers might provide useful context, although
   I doubt a simple comparison will settle the issue.

4. Managers disagree about whether costs are high, but all are willing to
   investigate.
```

## Task

Rewrite the report using the Minto Pyramid Principle. Keep the useful facts,
remove or demote material that does not support the recommendation, and state
what was omitted.

Return only the result, with no explanation of how you produced it.
Промпт с Minto пять частей по порядку · 30 089 Б
  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 на f4813ce 17 235 Б
  3. ===== references/rules.md ===== references/rules.md на f4813ce 6 464 Б
  4. ===== references/templates.md ===== references/templates.md на f4813ce 3 742 Б
  5. ===== TASK ===== вход кейса целиком
  6. Return only the result, with no explanation of how you produced it.
Вход кейса before.md

<!-- Faithful paraphrase of Minto (2010), Chapter 3, the TTW composing-room
memorandum before restructuring. Original wording for this fixture. -->

Fixture 02: TTW composing costs

Mode: write
Language: en

Context

TTW is a printing company in Aylesbury. A junior consultant spent two weeks
examining composing-room costs. The engagement manager already knows that
composition accounts for roughly 40% of hardback cost and 50-55% of paperback
cost, that TTW is uncompetitive on simple work, and that TTW does not know
whether its composing costs are actually excessive.

Before
To:
                From:
                Subject: TTW
                
                This note records the information gathered during the past two weeks.
                
                Composition is the largest production cost. Industry comparisons suggest weak
                productivity and high cost at TTW. Every title, whether a complex reference
                book or a simple novel, passes through essentially the same quality-control
                stages.
                
                People in Aylesbury want to understand the causes. I spoke with Roy Walter,
                Brian Thompson, and George Kennedy. Kennedy is willing to test whether some
                stages can be removed and why measured productivity trails the benchmark.
                
                The department is overloaded. Manual composition is especially short of
                capacity. TTW pays below local market rates, struggles to hire and retain
                compositors, has just lost two employees, and now runs most jobs late.
                Overtime is more than 50% over budget, while the union is pressing a new claim.
                
                Conclusions
                
                1. Costs may be reduced by:
                   a. simplifying the process for inexpensive titles;
                   b. increasing productivity by changing the composing method.
                
                2. To simplify the process, TTW should test selected jobs and measure the
                   effect of fewer or differently timed checks on quality and customers. The
                   saving might reach 10% of total composing cost. A separate methods study
                   could identify further productivity improvements because TTW trails the
                   benchmark by 20-50%.
                
                3. Comparisons with three other printers might provide useful context, although
                   I doubt a simple comparison will settle the issue.
                
                4. Managers disagree about whether costs are high, but all are willing to
                   investigate.
Task

Rewrite the report using the Minto Pyramid Principle. Keep the useful facts,
remove or demote material that does not support the recommendation, and state
what was omitted.

Эталон судьи gold.md

Gold 02: TTW composing costs

Source structure: Minto (2010), Chapter 3, TTW analysis and rewritten memo.

Expected structure
ElementExpected value
Reader questionHow can TTW reduce composing cost?
TopTTW can reduce composing cost substantially
Key-line kindActions
OrderTwo independent changes, each followed by its causal support
Key line
  1. Eliminate unnecessary stages from the composing process for simple work.
  2. Raise wages to competitive levels.

The source's "simplify the process" and "increase productivity by changing the
method" are overlapping descriptions of the same process intervention. They
must not survive as two separate first-level branches. The missing second
branch is embedded in the observations: low wages cause vacancies, delays, and
overtime cost.

Levels

Under eliminating stages: every job follows the same process; TTW trails the
benchmark by 20-50%; run a controlled experiment; potential saving up to 10%.

Under raising wages: below-market pay; hiring and retention difficulty; two
departures; understaffing; late work; overtime more than 50% over budget; union
pressure.

Names, conflicting opinions, and generic competitor comparisons do not answer
the reader's question. They may be omitted with one explicit note.

Судья gpt-5.6-sol, effort high · навык с коммита f4813ce · прогон v1.7.0-final

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