A working method

Practice

A practical method for clarifying difficult material for humans and agents.

Elucidation is a repeatable workflow: gather, distinguish, arrange, test, and revise.

Sequence

The elucidation loop

1

Gather

Collect primary sources, constraints, examples, and the learner's actual question.

2

Distinguish

Separate terms, claims, evidence, interpretation, and open questions.

3

Arrange

Choose the path: definition first, story first, diagram first, or contrast first.

4

Test

Ask whether a novice can continue and whether an expert still recognizes the subject.

5

Revise

Remove friction, not truth. Add caveats where the explanation became too smooth.

For people

Use plain language without flattening. Give the learner handles: terms, examples, maps, and next questions.

Sources: PlainLanguage.gov

For agents

Provide source hierarchy, explicit boundaries, accepted vocabulary, examples, and failure modes. Agents need context that makes misuse harder.

Practice studios

Build clarity as an artifact

Glossary studio

Create a term list with ordinary meaning, technical meaning, near neighbors, and one example.

Source studio

Make a source ladder: primary text, scholarly context, public summary, your inference, and unresolved question.

Diagram studio

Draw the smallest useful map: process, contrast, taxonomy, dependency, or timeline.

Documentation studio

Choose tutorial, how-to, reference, or explanation rather than blending all four into one confused page.

Agent studio

Write instructions that name scope, source priority, accepted vocabulary, failure modes, and examples.

Revision studio

Ask: what did I remove, what did I preserve, what did I make too certain, and what can the reader do now?

Sources: PlainLanguage.gov, Diátaxis, Nielsen Norman Group, ScienceDirect

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