---
name: GPT-5.4 Prompting
slug: gpt-5-4-prompting
category: AI Engineering
description: GPT-5.4 Prompting gives rules and reusable blocks for writing compact Codex and GPT-5.4 prompts for coding, review, diagnosis, and research tasks. Use it when you need to structure a prompt with clear output, verification, and grounding constraints.
github: "https://github.com/juanandresgs/claude-ctrl/tree/main/sidecars/codex-review/skills/gpt-5-4-prompting"
language: Python
stars: 192
forks: 28
install: "npx degit https://github.com/juanandresgs/claude-ctrl/tree/main/sidecars/codex-review/skills/gpt-5-4-prompting ~/.claude/skills/gpt-5-4-prompting"
installs_to: ~/.claude/skills/gpt-5-4-prompting
source_path: sidecars/codex-review/skills/gpt-5-4-prompting/SKILL.md
collection_size: 10
category_size: 3278
collection_url: "https://dirskills.com/collections/juanandresgs/claude-ctrl"
added: 2026-09-06T05:19:13.640Z
last_synced: 2026-09-06T05:19:13.640Z
canonical_url: "https://dirskills.com/skills/gpt-5-4-prompting"
---

# GPT-5.4 Prompting

GPT-5.4 Prompting gives rules and reusable blocks for writing compact Codex and GPT-5.4 prompts for coding, review, diagnosis, and research tasks. Use it when you need to structure a prompt with clear output, verification, and grounding constraints.

**Install:**

```bash
npx degit https://github.com/juanandresgs/claude-ctrl/tree/main/sidecars/codex-review/skills/gpt-5-4-prompting ~/.claude/skills/gpt-5-4-prompting
```

## README

# GPT-5.4 Prompting

Use this skill when `codex:codex-rescue` needs to ask Codex or another GPT-5.4-based workflow for help.

Prompt Codex like an operator, not a collaborator. Keep prompts compact and block-structured with XML tags. State the task, the output contract, the follow-through defaults, and the small set of extra constraints that matter.

Core rules:
- Prefer one clear task per Codex run. Split unrelated asks into separate runs.
- Tell Codex what done looks like. Do not assume it will infer the desired end state.
- Add explicit grounding and verification rules for any task where unsupported guesses would hurt quality.
- Prefer better prompt contracts over raising reasoning or adding long natural-language explanations.
- Use XML tags consistently so the prompt has stable internal structure.

Default prompt recipe:
- `<task>`: the concrete job and the relevant repository or failure context.
- `<structured_output_contract>` or `<compact_output_contract>`: exact shape, ordering, and brevity requirements.
- `<default_follow_through_policy>`: what Codex should do by default instead of asking routine questions.
- `<verification_loop>` or `<completeness_contract>`: required for debugging, implementation, or risky fixes.
- `<grounding_rules>` or `<citation_rules>`: required for review, research, or anything that could drift into unsupported claims.

When to add blocks:
- Coding or debugging: add `completeness_contract`, `verification_loop`, and `missing_context_gating`.
- Review or adversarial review: add `grounding_rules`, `structured_output_contract`, and `dig_deeper_nudge`.
- Research or recommendation tasks: add `research_mode` and `citation_rules`.
- Write-capable tasks: add `action_safety` so Codex stays narrow and avoids unrelated refactors.

How to choose prompt shape:
- Use built-in `review` or `adversarial-review` commands when the job is reviewing local git changes. Those prompts already carry the review contract.
- Use `task` when the task is diagnosis, planning, research, or implementation and you need to control the prompt more directly.
- Use `task --resume-last` for follow-up instructions on the same Codex thread. Send only the delta instruction instead of restating the whole prompt unless the direction changed materially.

Working rules:
- Prefer explicit prompt contracts over vague nudges.
- Use stable XML tag names that match the block names from the reference file.
- Do not raise reasoning or complexity first. Tighten the prompt and verification rules before escalating.
- Ask Codex for brief, outcome-based progress updates only when the task is long-running or tool-heavy.
- Keep claims anchored to observed evidence. If something is a hypothesis, say so.

Prompt assembly checklist:
1. Define the exact task and scope in `<task>`.
2. Choose the smallest output contract that still makes the answer easy to use.
3. Decide whether Codex should keep going by default or stop for missing high-risk details.
4. Add verification, grounding, and safety tags only where the task needs them.
5. Remove redundant instructions before sending the prompt.

Reusable blocks live in [references/prompt-blocks.md](references/prompt-blocks.md).
Concrete end-to-end templates live in [references/codex-prompt-recipes.md](references/codex-prompt-recipes.md).
Common failure modes to avoid live in [references/codex-prompt-antipatterns.md](references/codex-prompt-antipatterns.md).