AI & Agentslow risk

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.

nexu-io/open-design·skills/output-skill/SKILL.md
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Install this skill

Choose your coding agent and copy a project or personal installation command.

Pinned to the indexed commit
Project installation.agents/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a codex -y
Personal installation~/.agents/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a codex -g -y
Manual folder.agents/skills/output-skillOfficial docs ↗
Project installation.claude/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a claude-code -y
Personal installation~/.claude/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a claude-code -g -y
Manual folder.claude/skills/output-skillOfficial docs ↗
Project installation.agents/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a github-copilot -y
Personal installation~/.copilot/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a github-copilot -g -y
Manual folder.agents/skills/output-skillOfficial docs ↗
Project installation.agents/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a cursor -y
Personal installation~/.cursor/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a cursor -g -y
Manual folder.agents/skills/output-skillOfficial docs ↗
Project installation.agents/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a gemini-cli -y
Personal installation~/.gemini/skills/output-skill
npx skills add https://github.com/nexu-io/open-design/tree/7533db3f4342d09b27368fa5d907ebd3cdb93b75/skills/output-skill -a gemini-cli -g -y
Native Gemini CLIgemini skills install https://github.com/nexu-io/open-design.git --scope workspace --path skills/output-skill
Manual folder.agents/skills/output-skillOfficial docs ↗
⚠ Installation uses the open-source skills CLI. Inspect the source and permissions before running the command.

Skill instructions

View source on GitHub ↗
# 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