full-output-enforcement
nexu-io/open-design
Enforce complete, unabridged code generation without placeholders or truncation.
What is full-output-enforcement?
This skill overrides default LLM truncation behavior to ensure exhaustive output for production-critical tasks. Use it when you need full implementations, complete files, or comprehensive answers with no shortcuts, placeholders, or deferred sections.
- Bans placeholder patterns like `// ...`, `// TODO`, and prose shortcuts that defer content
- Enforces delivery of every requested deliverable (files, functions, sections) completely
- Handles token-limit splits cleanly with pause/resume markers instead of compression
- Validates output against original request scope before responding
- Prevents skeleton outputs, partial implementations, and description-instead-of-code patterns
How to install full-output-enforcement
npx skills add https://github.com/nexu-io/open-design --skill full-output-enforcementHow to use full-output-enforcement
- 1.Install the skill using the provided npm command
- 2.Include 'full output' or 'complete code' in your prompt to activate the enforcement
- 3.Request your deliverable (file, implementation, documentation) as normal
- 4.The skill will validate that all requested items are present and complete before responding
- 5.If output is long, it will pause at clean breakpoints and wait for 'continue' to resume
Use cases
- Generating complete multi-file projects or large codebases without omitted sections
- Producing full API implementations, component libraries, or configuration files
- Writing exhaustive documentation or tutorials that must be self-contained
- Handling requests that span multiple functions or classes where all must be present
- Ensuring production-ready code with no deferred implementation details
- Software engineers building complete systems or libraries
- Teams requiring production-critical, unabridged deliverables
- Developers working on large codebases where partial output breaks builds
- Anyone needing comprehensive implementations without shortcuts or placeholders
full-output-enforcement FAQ
The skill pauses at a clean breakpoint (end of function, file, or section) and outputs a marker like '[PAUSED — 3 of 5 complete. Send "continue" to resume from: next section]'. Send 'continue' to pick up exactly where it stopped with no recap.
It ensures completeness rather than brevity, so responses may be longer than default. However, it avoids unnecessary verbosity—it generates actual code and content, not descriptions of what code would do.
It blocks placeholder comments (`// ...`, `// TODO`), prose deferrals ('let me know if you want more'), skeleton outputs, and any pattern that replaces actual content with a description or promise to continue later.
Yes. The skill applies to any task. For small requests, it simply ensures the output is complete and contains no banned patterns.
It counts the number of distinct deliverables in your request and validates that every one is present and finished before responding. If you ask for 5 components, you get 5 complete components.
Full instructions (SKILL.md)
Source of truth, from nexu-io/open-design.
name: full-output-enforcement description: | 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. triggers:
- "full output"
- "no placeholders"
- "complete code"
- "unabridged implementation" od: mode: prototype surface: web platform: desktop scenario: engineering category: agent-workflow upstream: "https://github.com/Leonxlnx/taste-skill" preview: type: html design_system: requires: false example_prompt: | Produce the complete implementation for the requested artifact with no placeholder comments, no omitted sections, and clean split instructions only if output length requires it.
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
- 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.
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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