Tier 3

w - High Quality Writing

High Quality Writing

Input: $ARGUMENTS


Interpretations

Before executing, identify which interpretation matches the user’s input:

Interpretation 1 — Write something from scratch: The user has a topic or purpose and needs to produce high-quality prose using the criteria-based framework from beginning to end. Interpretation 2 — Diagnose and fix existing writing: The user has a draft that is not working and wants to identify which criteria are failing and repair them in priority order (upstream before downstream). Interpretation 3 — Evaluate writing quality: The user wants to assess a piece of writing (their own or someone else’s) against the criteria hierarchy to understand specifically where it succeeds and fails.

If ambiguous, ask: “I can help with writing something new using the quality criteria, diagnosing and fixing a draft that isn’t working, or evaluating a piece of writing against the criteria — which fits?” If clear from context, proceed with the matching interpretation.


How This Skill Works

This skill defines writing quality as objective criteria — properties the text either has or doesn’t. Criteria are not methods. Methods are ways to achieve criteria. Methods are Goodhartable (you can follow “show don’t tell” and still write badly). Criteria are the check (does the reader recognize this from experience? Binary.).

Criteria are hierarchical. Upstream criteria determine whether writing works at all. Downstream criteria determine how well it works. Fixing downstream while upstream is broken produces polished, empty text.


Step 0: Define the Reader

Criteria are objective relative to a specified reader. Before writing, define:

WHO: [Who is reading this? What do they know already?]
NEED: [What do they need after reading? Knowledge? Capability? Decision?]
UNRESOLVED: [What question does the reader genuinely find unresolved?]
STATE AFTER: [What should the reader believe/know/feel after reading?]

The reader definition determines how every criterion is evaluated. “Does the reader recognize this?” depends on who the reader is.


Upstream Criteria

These determine whether writing works at all. If any upstream criterion fails, no amount of downstream polish will save the document.

Criterion 1: Unresolved Question

The document resolves a question the reader genuinely finds unresolved.

PropertyTest
Unresolved”Does the reader already know the answer?” → must be NO
Cares”Would the answer change something the reader thinks, does, or feels?” → must be YES
Resolvable”Does the question feel answerable within this document’s scope?” → must be YES

Failure modes:

  • Already resolved for the reader → boring (“I already know this”)
  • Reader doesn’t care → irrelevant (“who cares?”)
  • Too abstract/unbounded → frustrating (“that’s unanswerable”)
  • Too concrete → trivial (“obviously yes/no”)

The question can be established implicitly (reader discovers they have it) or explicitly (stated). Implicit is stronger — the reader owns a question they discovered.

Criterion 2: Recognition

Each step (sentence/paragraph) is immediately recognized by the reader from their own experience — no evaluation required.

PropertyTest
Recognized”Has the reader experienced this?” → must be YES
Immediate”Does the reader accept this without analysis?” → must be YES

The distinction: recognition vs evaluation. “You say things to a close friend you’d never say at work” → instant recognition. “Judgment is a constraint” → requires evaluation (the reader must check this against experience). Recognition and evaluation are different cognitive processes. A sentence that requires evaluation is not satisfying even if the reader ultimately agrees.

Recognition does NOT mean obvious or dumbed down. The best recognized sentences articulate something the reader has experienced but never put into words — “I always knew that but never said it.” This produces strong engagement, distinct from both “I already knew that” (boring) and “I’m not sure that’s true” (resistance).

Criterion 3: Advancement

Each step connects the reader’s recognized experience to the unresolved question in a way they hadn’t noticed before.

PropertyTest
Connects”Had the reader connected this experience to the question before?” → must be NO
Advances”Does this step move the reader closer to resolving the question?” → must be YES

Recognition alone = obvious (“yes, and?”). Advancement alone = analytical (“I’d need to check that”). Both together = satisfying (“oh, of course — and that means…”).

Criterion 4: Momentum

Each step creates the question that the next step answers. The reader always knows why they’re reading the current sentence.

PropertyTest
Creates pull”Does this step make the reader want the next one?” → must be YES
Continuous”Could the reader stop reading here and feel resolved?” → must be NO (until the end)

A document with momentum: can’t stop reading. A document without momentum: could stop after any paragraph. If a reader can stop at any point without feeling something is unresolved, the document lacks momentum.

Criterion 5: Non-Skippability

No step can be removed without breaking the reader’s path to the conclusion.

PropertyTest
Necessary”Remove this step — does the reader still arrive at the conclusion?” → must be NO

This is proof structure. Each step is a lemma verified against the reader’s experience. The conclusion is a theorem. If you can remove a paragraph and the conclusion still arrives, that paragraph was decoration.

Criterion 6: Reader-Drawn Conclusion

The reader arrives at the conclusion before it is stated. The conclusion forms in the reader’s mind from the accumulation of recognized, advancing steps.

PropertyTest
Pre-arrived”Did the reader reach this conclusion before reading it?” → must be YES
Confirmation”Does stating the conclusion feel like confirmation, not revelation?” → must be YES

A conclusion the reader reached themselves produces ownership (“yes, exactly”). A conclusion stated by the writer produces evaluation (“prove it”). The writer’s job is to select and order steps. The conclusion is the reader’s.


Downstream Criteria

These determine how well the writing works, given that upstream criteria are met. Fix these ONLY after upstream criteria pass.

Criterion 7: Precise Scope

Every claim is scoped exactly right for the reader. No sweeping generalizations a smart reader could counterexample. No condescending statements that waste the reader’s time.

PropertyTest
Survives AW”Could the smartest adversarial reader destroy this with a counterexample?” → must be NO
Not condescending”Would the reader say ‘duh’ or ‘obviously’?” → must be NO

Assume the reader is smarter than the writer. Precision is respect. Condescension is insult.

Criterion 8: Voice Match

Voice matches the document’s purpose and the reader’s expectations.

ContextVoiceCharacteristics
Technical docsPrecise, neutralShort sentences. Active voice. No metaphor.
Essays/argumentsConfident, directState positions. Show reasoning.
TutorialsWarm, clearSecond person. Concrete examples.
AcademicMeasured, qualifiedPrecise hedging (when warranted). Citations.
NarrativeVivid, concreteSensory detail. Specific scenes.
Principles/philosophyDense, impersonalNo “you.” No commands. No theories. Each sentence unobjectionable.

Criterion 9: No Weak Patterns

After drafting, scan for these. Each is a criterion violation:

PatternWhat It ViolatesFix
Hedging qualifiers (“could potentially perhaps”)Precise scopeState it or cut it
Defensive negation (“It’s not that X is wrong…”)Advancement (wastes a step)Say what IS true
Passive responsibility (“Mistakes were made”)Recognition (who?)Name the actor
Weasel words (“Some experts say…”)Recognition (which?)Name them or cut
Throat-clearing (“It’s worth noting…”)Momentum (stalls)Start with the point
Summary-like statements (“As we’ve discussed…”)Advancement (doesn’t advance)Advance or cut
Contestable sentencePrecise scopeRewrite until no counterexample exists
Second-person commands (“Think about,” “Consider”)Recognition (presumes experience)Use impersonal observation
Theoretical claims (“The brain optimizes for…”)Recognition (requires evaluation)Replace with the observable thing
Persuasive structure (build-up → conclusion)Reader-drawn conclusion (writer arguing)Let steps accumulate; reader concludes
Pre-baked thesis (lands on the most popular/predictable conclusion)Advancement (nothing new)Test: would someone who hadn’t read commentary reach this from evidence alone? If no, the conclusion was imported, not derived
Cached takes (“insights” that are the default position on this topic)Advancement + Recognition (reader has heard this before)Has this been said in 10,000 other pieces? Find what hasn’t been said
Performed humility (“To be sure, there are limitations…”)Non-skippability (delete it — piece is the same or better)Cut or replace with genuine engagement with the limitation
Relativistic hedging (“Some argue X, others Y, truth in between”)Precise scope (no position taken)State exactly WHERE in between and WHY
Voice collapse (sounds like every other LLM output — same cadence, transitions, structure)Voice match (voice matches genre, not a generator)Test: could any AI assistant have written this? If yes, rewrite
False structure (headers/lists/bullets that organize nothing)Non-skippability (remove formatting — piece still works = decorative)Structure must do work. If removing it changes nothing, cut it
Aspiration as conclusion (“The future holds great promise”)Reader-drawn conclusion (writer substituting hope for substance)Delete the last paragraph — if the piece is better, you were concluding with aspiration

Criterion 10: Claim Verification

Every factual claim has a source marker:

  • [O: source] — Observed from a specific source
  • [T: test] — Testable prediction
  • [D: premises] — Derived from stated premises

Unmarked claims are opinions. That’s fine — but know which is which.


The Writing Process

1. Define the reader (Step 0 above)

2. Identify the unresolved question

What does the reader genuinely find unresolved that this document answers? Test: unresolved? cares? resolvable? If any test fails, find a different question.

3. Find the steps

For each step in the resolution path, find an experience the reader has had that connects to the question in a way they haven’t noticed. Each step must pass:

  • Recognition: reader has experienced this
  • Advancement: reader hadn’t connected it to the question
  • Momentum: this step creates the question the next step answers
  • Non-skippability: removing this step breaks the path

4. Order the steps

Each step must make the next step recognizable. The order that produces the highest recognition at each point is the correct order. Test: present step B before step A — does the reader recognize A? Now reverse. The order where each step is recognizable in context is the right order.

5. Check upstream criteria

Before polishing: does the document have a question? Does each step pass recognition + advancement? Is there momentum? Can you remove any paragraph without breaking the path? Does the reader arrive at the conclusion before it’s stated?

If ANY upstream criterion fails, fix it before touching downstream.

6. Check downstream criteria

After upstream passes: scope, voice, weak patterns, claim verification.


Structure Patterns

Reader NeedStructure
Understand a conceptDefinition → Example → Contrast → Edge cases
Make a decisionOptions → Criteria → Comparison → Recommendation
Learn to do somethingGoal → Prerequisites → Steps → Verification → Troubleshooting
Understand what happenedContext → Events → Consequences → Lessons
Arrive at a principleRecognized experience → What follows → Deeper experience → What that implies → The principle (as confirmation of what reader already sees)

Pre-Completion Check

Upstream (must ALL pass — if any fails, do not proceed to downstream)

  • Reader defined (who, what they know, what’s unresolved for them)
  • Unresolved question identified and tested (unresolved? cares? resolvable?)
  • Every step passes recognition (reader has experienced this, accepts immediately)
  • Every step passes advancement (connects experience to question in new way)
  • Document has momentum (reader can’t stop at any point without feeling unresolved)
  • Every step is non-skippable (removing any step breaks the path)
  • Reader arrives at conclusion before it is stated

Downstream (fix after upstream passes)

  • Every claim precisely scoped (survives AW from smartest reader, not condescending)
  • Voice matches purpose
  • Weak patterns scanned and fixed
  • Claims verified with source markers where applicable
  • No recognizable persuasive genre (not self-help, not sermon, not TED talk)
  • Thesis is not the most predictable conclusion on this topic (pre-baked thesis check)