gpt-5-6-prompt-builder

Builds, audits, and migrates prompts for GPT-5.6 using outcome-first contracts.

1.0k|58|Updated Jan 16, 2026
One-click install
npx skills add https://github.com/am-will/codex-skills --skill gpt-5-6-prompt-builder
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: gpt-5-6-prompt-builder
Source: https://github.com/am-will/codex-skills/tree/main/skills/gpt-5-6-prompt-builder
Command: npx skills add https://github.com/am-will/codex-skills --skill gpt-5-6-prompt-builder

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Writing prompts for GPT-5.6 that behave predictably requires explicit success criteria, guardrails, tool rules, and stop conditions, which most ad-hoc prompts lack. This Skill enforces a completeness gate so prompts are built from a full behavioral contract instead of vague instructions.

Core Features & Use Cases

  • Prompt creation and transformation: Builds execution-ready GPT-5.6 prompts with role, goal, success criteria, constraints, autonomy rules, tools, output contract, and stop rules.
  • Prompt auditing and migration: Evaluates existing prompts or prompt stacks from older models, removes obsolete scaffolding, and preserves measured behavior during migration.
  • Completeness gating: Detects missing behavior-critical fields and asks targeted questions (via request_user_input when available) instead of inventing requirements.
  • Use Case: A team migrating a customer-support prompt stack from an older model to GPT-5.6 uses this Skill to preserve the reasoning baseline, run representative evals, and rewrite the prompt with explicit approval boundaries and validation checks.

Quick Start

Ask the agent to build a GPT-5.6 prompt for your task, or paste an existing prompt and request an audit or migration to GPT-5.6.

Frequently Asked Questions about gpt-5-6-prompt-builder

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I write an effective prompt for GPT-5.6?

Lead with the outcome and completion bar rather than a prescribed procedure, then define success criteria, constraints, autonomy and approval rules, tools, output format, and stop conditions. This Skill enforces that structure through a completeness gate before drafting.

How to migrate a prompt from an older model to GPT-5.6?

Preserve the current reasoning setting as the baseline, run representative evals first, remove one class of obsolete scaffolding at a time, and rerun the same evals after each change. Avoid rewriting a working prompt stack all at once.

What information is required before building a GPT-5.6 prompt?

The completeness gate requires the execution target, role and context, goal, success criteria, constraints, autonomy and approval boundaries, evidence sources, tools, output contract, stop rules, and validation method. Missing behavior-critical fields trigger targeted questions instead of assumptions.

What reasoning effort should I use with GPT-5.6 prompts?

Treat medium as a balanced starting point, use low when latency matters and quality holds, and raise effort only when evals show a meaningful gain. Higher reasoning effort cannot compensate for a missing goal, tool route, or validation loop.

When does the prompt builder refuse to draft a prompt?

It returns Prompt readiness: BLOCKED when behavior-critical fields are missing, such as undefined success criteria or approval boundaries. It then asks the smallest set of high-value questions rather than silently filling gaps.