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Intent Modeling

  • 264 installs
  • 384 repo stars
  • Updated July 31, 2026
  • haowjy/creative-writing-skills

Pause before executing author instructions and separate literal wording from intended outcome so the agent aligns with what the user actually needs.

About

Intent Modeling is a journey-wide creative-writing and agent discipline skill that tells the model to understand author intent before obeying surface instructions. Solo builders hit failure modes when agents comply literally—“stop doing X” might mean rebalance toward Y—and when helpfulness overrides the actual ask. The skill instructs reading context, asking clarifying questions when ambiguous, and scanning for the same systematic misreading elsewhere once one slip is found. Use it whenever you delegate nuanced creative, product, or refactor work to an agent, not only at the start of a novel chapter. It pairs naturally with planning and brainstorming skills because approved intent should precede large implementation or rewrite passes. It does not replace explicit specs: when requirements are already signed off and unambiguous, extra intent parsing adds little. The payoff is fewer round trips and edits that match the outcome you wanted, not the cheapest interpretation of your last message.

  • Separates what the author said from what they meant before taking action
  • Counters literal obedience when context implies a pivot (e.g., less X, more Y)
  • Explicitly asks when instructions are ambiguous instead of guessing
  • Treats misalignment as a pattern to fix everywhere, not a one-off correction

Intent Modeling by the numbers

  • 264 all-time installs (skills.sh)
  • +39 installs in the week ending Aug 2, 2026 (Skillselion tracking)
  • Ranked #2,482 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/haowjy/creative-writing-skills --skill intent-modeling

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Listed on Skillselion
Installs264
repo stars384
Last updatedJuly 31, 2026
Repositoryhaowjy/creative-writing-skills

What it does

Pause before executing author instructions and separate literal wording from intended outcome so the agent aligns with what the user actually needs.

Files

SKILL.mdMarkdownGitHub ↗

Intent Modeling

Understand what the author means before acting on it. "Stop doing X" might mean literally stop, or it might mean less X and more Y — LLMs default to the literal reading. Read the context to tell which. When ambiguous, ask.

The helpfulness instinct pulls toward what feels helpful rather than what was asked for. Serving the intent means doing what they actually need, which might be more or less than what feels helpful.

Misalignments come from systematic misreadings, not one-off mistakes. When you catch one, check everywhere the same pattern might exist.

Related skills

AI & Agent Buildingagentsautomation

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