typical → less typical → what changed?
Do not stop where language first becomes available.
Less Typical helps people move beyond the first obvious answer into clearer words, better judgment, and more useful action.
Three proof cards
ai · less typical
The borrowed clarity test
- Default
- This explanation is clear, so I understand it.
- Move made
- Test clarity by asking what action the explanation enables, what example it changes, what misuse it prevents, and what evidence would prove understanding.
- What changed
- Clarity moved from a feeling in the reader to a proof requirement in the field.
grammar · less typical
English is access, not ornament
- Default
- English is a subject made of grammar, vocabulary, comprehension, and composition.
- Move made
- Reframe English learning as access moves: notice the task, find the word, build the phrase, find the complete core, connect the ideas, steer the reader, read for evidence.
- What changed
- The student stops asking “what topic am I weak at?” and starts asking “what can I not yet access in this sentence, task, paragraph, or reader?”
workflow · less typical
Make language do work
- Default
- Find a better phrase for this idea.
- Move made
- Require every important phrase to state the work it performs: what it helps someone notice, what it makes them do, what it prevents, and what evidence it should produce.
- What changed
- Language moved from expression to operation.
Projects as applications of the same invariant
Word Warren
Student writing and grammar practice — moving from generic language to precise seeing.
Students practise moving from generic language to precise seeing — grammar as meaning, not grammar as correction.
TactLoop
Founder and SME marketing systems built on captured buyer judgment.
Founder and SME marketing systems built on captured buyer judgment, not on generic copy playbooks.
StudyRitual
Diagnostic education proof — repair hidden marks leaks before teaching more.
Diagnostic education proof: surface what the student is currently doing wrong before any new explanation.
Featured moves
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AI as Comparison Surface
Use AI outputs as material to compare, contest, and judge — not as final answers to copy.
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Captured Judgment
Surface the founder's or expert's tacit buyer judgment, and turn it into a lens, phrase, or workflow that other people can use.
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Default Language as Evidence
Treat the first obvious phrasing as evidence of the pattern currently organising thought, rather than as final thought.