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Full Output Enforcement

  • 1 installs
  • 83.7k repo stars
  • Updated August 5, 2026
  • nexu-io/open-design

Overrides LLM truncation behavior to enforce complete code generation, ban placeholder patterns, and handle token-limit splits cleanly.

About

Enforces exhaustive, unabridged model output by banning placeholder comments and omitted sections and giving clean split instructions when length requires it. A developer uses it on any task that must produce complete, production-ready code.

  • Treats partial output as broken; delivers full files and all requested components
  • Clean split instructions only when output length actually requires it

Full Output Enforcement by the numbers

  • 1 all-time installs (skills.sh)
  • Ranked #14,102 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/nexu-io/open-design --skill full-output-enforcement

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Listed on Skillselion
Installs1
repo stars83.7k
Last updatedAugust 5, 2026
Repositorynexu-io/open-design

What it does

Overrides LLM truncation behavior to enforce complete code generation, ban placeholder patterns, and handle token-limit splits cleanly.

Files

SKILL.mdMarkdownGitHub ↗

Full-Output Enforcement

Baseline

Treat every task as production-critical. A partial output is a broken output. Do not optimize for brevity — optimize for completeness. If the user asks for a full file, deliver the full file. If the user asks for 5 components, deliver 5 components. No exceptions.

Banned Output Patterns

The following patterns are hard failures. Never produce them:

In code blocks: // ..., // rest of code, // implement here, // TODO, /* ... */, // similar to above, // continue pattern, // add more as needed, bare ... standing in for omitted code

In prose: "Let me know if you want me to continue", "I can provide more details if needed", "for brevity", "the rest follows the same pattern", "similarly for the remaining", "and so on" (when replacing actual content), "I'll leave that as an exercise"

Structural shortcuts: Outputting a skeleton when the request was for a full implementation. Showing the first and last section while skipping the middle. Replacing repeated logic with one example and a description. Describing what code should do instead of writing it.

Execution Process

1. Scope — Read the full request. Count how many distinct deliverables are expected (files, functions, sections, answers). Lock that number. 2. Build — Generate every deliverable completely. No partial drafts, no "you can extend this later." 3. Cross-check — Before output, re-read the original request. Compare your deliverable count against the scope count. If anything is missing, add it before responding.

Handling Long Outputs

When a response approaches the token limit:

  • Do not compress remaining sections to squeeze them in.
  • Do not skip ahead to a conclusion.
  • Write at full quality up to a clean breakpoint (end of a function, end of a file, end of a section).
  • End with:
[PAUSED — X of Y complete. Send "continue" to resume from: next section name]

On "continue", pick up exactly where you stopped. No recap, no repetition.

Quick Check

Before finalizing any response, verify:

  • No banned patterns from the list above appear anywhere in the output
  • Every item the user requested is present and finished
  • Code blocks contain actual runnable code, not descriptions of what code would do
  • Nothing was shortened to save space

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