nexu-io/open-design

full-output-enforcement

Overrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly. Apply to any task requiring exhaustive, unabridged output.

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See how to use itView GitHub source
npx skills add https://github.com/nexu-io/open-design --skill "skills/output-skill"
Automated source guideDevelopmentStandard source

Source checked Jul 28, 2026·Refresh due Oct 26, 2026

Reorganized from the pinned upstream SKILL.md

Source-grounded implementation guide: full-output-enforcement

Overrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly.

npx skills add https://github.com/nexu-io/open-design --skill "skills/output-skill"
Check the pinned source

The pinned source supports a structured brief, but not an expanded tutorial. Only detected inputs, outputs, and sections are shown.

349 source words · 5 usable sections

Code and changes

  • Scope — Read the full request. Count how many distinct deliverables are expected (files, functions, sections, answers). Lock that number.
  • Build — Generate every deliverable completely. No partial drafts, no "you can extend this later."
  • 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.

Implementation workflow

Read full-output-enforcement through these 4 source sections

Sections are extracted automatically from the pinned SKILL.md and link back to the source.

01

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-re…

SKILL.md · Execution Process
Scope — Read the full request. Count how many distinct deliverables are expected (files, functions, sections, answers). Lock that number.Build — Generate every deliverable completely. No partial drafts, no "you can extend this later."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.
02

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.

SKILL.md · 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 comp…
03

Banned Output Patterns

The following patterns are hard failures. Never produce them:

SKILL.md · 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 codeIn 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),…
04

Handling Long Outputs

When a response approaches the token limit:

SKILL.md · Handling Long Outputs
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).

Development checklist

Verify each item before delivery

The source section “Execution Process” has been checked.

The source section “Baseline” has been checked.

The source section “Banned Output Patterns” has been checked.

The source section “Handling Long Outputs” has been checked.

Source output checked: Scope — Read the full request. Count how many distinct deliverables are expected (files, functions, sections, answers). Lock that number.

Source output checked: Build — Generate every deliverable completely. No partial drafts, no "you can extend this later."

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FAQ

What does the full-output-enforcement source document cover?

Overrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly.

How do I install full-output-enforcement?

The source record exposes this install command: npx skills add https://github.com/nexu-io/open-design --skill "skills/output-skill". Inspect the command and pinned source before running it.

Repository stars
82,073
Repository forks
9,485
Quality
79/100
Source repository last pushed

Quality breakdown

Based on traceable docs and repository signals; stars are not treated as quality.

79/100
Documentation24/30
Specificity18/25
Maintenance20/20
Trust signals17/25

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View original Skill.mdThis page is parsed directly from the repository SKILL.md without editorial rewriting. Collected: Jul 28, 2026 · about 2 min

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
Skill path
skills/output-skill/SKILL.md
Commit SHA
89d6d4ef21ba
Repository license
Apache-2.0
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