gpt-5-4-prompting

by openai

Internal guidance for composing Codex and GPT-5.4 prompts for coding, review, diagnosis, and research tasks inside the Codex Claude Code plugin npx skills add https://github.com/openai/codex-plugin-cc --skill gpt-5-4-prompting Download ZIPGitHub23.6k

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:

• Define the exact task and scope in <task>.

• Choose the smallest output contract that still makes the answer easy to use.

• Decide whether Codex should keep going by default or stop for missing high-risk details.

• Add verification, grounding, and safety tags only where the task needs them.

• Remove redundant instructions before sending the prompt.

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