流程与品味

AI Is Not Your Muse

A generative model can flood you with options, phrases, and images. It cannot supply taste, judgment, or authorship. Why treating AI as the source of creative direction creates dependency - and how to keep it as a tool that reacts to choices you already made.

AI新手

Draft First, Then Ask for Critique - Not Co-Authorship

The strongest AI assist for makers is usually critique of a draft you already wrote - not a co-authored first draft that quietly replaces your voice. A draft-then-critique loop with validation rules and a clear fallback when the feedback is generic.

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Write the Creative Brief Before You Prompt

Prompting without a brief is asking a fluent tool to invent your project for you. A short creative brief - audience, outcome, constraints, non-goals, and taste notes - turns AI into an executor of direction you already own.

AI新手

Disclose AI in Creative Credits Without the Panic

When does AI assistance need a credit line, and how do you write one that is honest without turning the artwork into a disclaimer wall? Practical disclosure norms for makers, aligned with authorship rules and emerging transparency duties.

5 分钟阅读

An Edit Pass That Preserves Your Taste

AI edit passes often sand your work toward the mean. A taste-preserving edit loop: criteria first, local suggestions only, side-by-side keep/reject, and a final unaided read that protects what makes the piece yours.

中级

Iterate Variants Without Losing the Direction

Variant generation is useful until it quietly replaces your thesis with whichever option looked shiniest. A direction-locked iteration method: freeze the brief, vary one axis at a time, and kill favorites that break the core claim.

5 分钟阅读

Refuse to Let AI Ghostwrite Your Public Voice

When AI-assisted prose stops being help and starts being a public substitute for your voice, the cost is reputation, trust, and skill. A strategic decision framework for which surfaces may use drafting help - and which must stay unmistakably yours.

中级

Visual References Without Style Theft

Reference images and artists are how makers learn - and how generative tools get misused. A consent-aware, fair-reference practice for AI image work that refuses living-artist style cloning while still letting you study craft.

5 分钟阅读

Get Consent Before Synthetic Voice or Likeness in a Project

Project hygiene for makers who want synthetic voice, face, or performance elements: consent first, scope in writing, storage limits, and clear refusal paths - without a cloning how-to.

4 分钟阅读

Workshop Feedback Prompts for Makers

Unstructured 'be honest' prompts produce vague cheerleading or chaotic rewrites. A structured critique prompt pack for makers - clarity, structure, voice, risk - so AI workshop feedback stays useful without becoming a co-author.