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Aaron Guo

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A working vocabulary for the AI age. Identify the pattern behind an example, trace its neighbors, and turn generated context into usable judgment.

An illustrated Tokyo family trip record changes from three to five days, retains a US$3,000 budget and short-walk constraint, and feeds the updated record into the next AI call.

Context Language Models

Keep an editable working record so the next AI call receives the requirements that still apply.

A portrait Working Vocabulary cover titled Document Visual Language, comparing the same project brief in warm editorial and cool modernist treatments through shared type, spacing, and color tokens.

Document Visual Language

A working model for translating document intent into themes, design tokens, components, patterns, and accessibility criteria.

An English editorial card titled Discounted Cash Flow, showing future cash-flow bars translated through time and risk into present value.

Discounted Cash Flow

Translate future cash flows, time, and risk into a conditional estimate of value today.

One orange forecast line opens into many possible paths, with the message one forecast to many conditional futures.

Monte Carlo Simulation

Generate many conditional futures to see ranges, tails, and failure paths—without mistaking a model for a forecast.

Three tactile paper interfaces labeled Essential, Context, and Expert sit in layered trays, illustrating options revealed as user intent deepens.

Progressive Disclosure

Show the smallest complete interface for the current goal, then reveal complexity as intent and context deepen.

Three paper receipts with the same order ID converge into one completed receipt, illustrating repeated attempts producing one business effect.

Idempotency

Make an uncertain operation safe to retry: one intent may arrive many times, but its business effect happens once.

A tactile paper version-check machine routes the current document to commit and blocks a stale copy.

Optimistic Concurrency

Work in parallel; reject stale writes before they overwrite newer changes.

One paper master record on a dark pedestal branches into a dashboard, report, and cache, showing one authority feeding many derived views.

Single Source of Truth

Give each fact one authoritative owner; treat every other copy as a traceable, rebuildable projection.

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