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Prompts Full Output Enforcement Rules

agent other skill risk: low

Full Output Enforcement Rules

Instructs the model to deliver exhaustive, complete outputs without placeholders, TODOs, or skipped sections when users request full files, implementations, or exhaustive lists, fo…

SKILL 1 file

SKILL.md
---
name: full-output-enforcement
description: "Use when a task requires exhaustive unabridged output, complete files, or strict prevention of placeholders and skipped code."
---
# Full-Output Enforcement

## When to Use

- Use when the user explicitly asks for full files, complete implementations, exhaustive lists, or unabridged deliverables.
- Use when placeholder code, skipped sections, TODO stubs, or descriptions in place of implementation would break the request.
- Use when a long answer may need clean continuation chunks without losing completeness or structural integrity.

## Limitations

- This skill enforces completeness, but it does not override token limits, safety constraints, missing source context, or user-provided scope boundaries.
- Split long outputs into clearly labeled continuation chunks when necessary, and verify that each chunk connects cleanly to the previous one.
- Do not invent unavailable code, credentials, private APIs, or project files to satisfy a request for complete output.


## 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

REQUIRED CONTEXT

  • user request specifying deliverables or full implementations

ROLES & RULES

  1. Treat every task as production-critical.
  2. Do not optimize for brevity — optimize for completeness.
  3. If the user asks for a full file, deliver the full file.
  4. Never produce banned output patterns.
  5. Split long outputs into clearly labeled continuation chunks when necessary.
  6. Verify that each chunk connects cleanly to the previous one.
  7. Do not invent unavailable code, credentials, private APIs, or project files.
  8. Read the full request and count distinct deliverables.
  9. Generate every deliverable completely.
  10. Re-read the original request and compare deliverable count before responding.
  11. Do not compress remaining sections to squeeze them in.
  12. Do not skip ahead to a conclusion.
  13. Write at full quality up to a clean breakpoint.
  14. End long outputs with the exact PAUSED marker.
  15. On continue, pick up exactly where you stopped with no recap or repetition.
  16. Verify no banned patterns appear anywhere in the output.
  17. Verify every requested item is present and finished.
  18. Verify code blocks contain actual runnable code, not descriptions.

EXPECTED OUTPUT

Format
unknown
Schema
continuation_marker · [PAUSED — X of Y complete. Send "continue" to resume from: next section name]
Constraints
  • deliver every requested item completely with no omissions
  • use only runnable code or full content, never placeholders or descriptions
  • avoid all listed banned patterns in code and prose
  • split long outputs at clean breakpoints and use continuation marker when needed

SUCCESS CRITERIA

  • No banned patterns 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

FAILURE MODES

  • Producing any banned output patterns such as placeholders or TODOs
  • Outputting a skeleton when a full implementation was requested
  • Skipping middle sections or replacing repeated logic with one example
  • Describing what code should do instead of writing it
  • Compressing or skipping content near token limits

QUALITY

OVERALL
0.82
CLARITY
0.90
SPECIFICITY
0.85
REUSABILITY
0.75
COMPLETENESS
0.80

IMPROVEMENT SUGGESTIONS

  • Add 1-2 concrete before/after examples of compliant vs. banned output patterns to illustrate the rules.

USAGE

Copy the prompt above and paste it into your AI of choice — Claude, ChatGPT, Gemini, or anywhere else you're working. Replace any placeholder sections with your own context, then ask for the output.

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