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what is gpt-5.6-instruct fr?

mdx-tom/gpt-5.6-instruct — explained in plain English

Analysis updated 2026-05-18

2,564PythonAudience · developerComplexity · 2/5LicenseSetup · easy

tl;dr

A set of jailbreak instruction files for the gpt-5.6-sol model in Codex CLI, aimed at reducing the model's safety refusals, plus scripts to deploy, test, and roll them back.

vibe map

mindmap
  root((gpt 5.6 instruct))
    What it does
      Jailbreak instruction files
      Reduces model refusals
      Two version tiers
    Tooling
      Deploy script
      Preview dry run
      Restore backup
    Evaluation
      360 case test bank
      Bilingual scenarios
      Pass fail logging
    Setup
      Python 3.8 plus
      Existing Codex install
    License
      MIT License

Code map

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filefunction / class

what do people make with this?

VIBE 1

Deploy a pre-built instruction file into a local Codex CLI configuration

VIBE 2

Compare how differently the v5 and v35 instruction sets handle multi-step requests

VIBE 3

Run the included bilingual test suite to measure how a model responds across scenario categories

VIBE 4

Roll back a deployed instruction file to the original Codex configuration

what's the stack?

PythonCodex CLI

how it stacks up fr

mdx-tom/gpt-5.6-instructopenai/weak-to-stronggeohot/corona
Stars2,5642,5532,510
LanguagePythonPythonPython
Last pushed2024-05-192024-03-24
MaintenanceDormantDormant
Setup difficultyeasyhardmoderate
Complexity2/54/54/5
Audiencedeveloperresearcherdeveloper

Figures from each repo's GitHub metadata at analysis time.

how do i run it?

Difficulty · easy time til it works · 5min

Requires an existing Codex CLI installation and Python 3.8 or later.

Use, modify, and distribute freely, including for commercial purposes, as long as you keep the copyright notice.

in plain english

This project is a collection of instruction files, called jailbreak prompts, aimed at a specific AI model called gpt-5.6-sol when used through the Codex CLI tool. The README states the prompts are meant to reframe tasks like security research, penetration testing, reverse engineering, software cracking, and explicit fictional content as a local sandbox exercise, with the explicit goal of reducing the model's refusals and safety pushback so it follows complex instructions more directly. Two versions are offered. The v5 version is shorter and is described as the general recommended option for most cases. The v35 version builds on it by replacing specific names and web addresses with placeholders and routing bilingual compound requests more consistently, aimed at tasks where v5 only completes part of a multi-step request. The README recommends starting with v5 and only switching to v35 if v5 does not fully handle a task. A Python script, codex-instruct.py, handles deployment: it can preview a version without writing anything, install a chosen version into the local Codex configuration directory, back up the existing configuration file first, or restore from a backup with a confirmation step. A separate evaluation folder contains scripts to generate and run a 360-case bilingual test set covering six scenario categories, three prompt lengths, and two languages, recording each run's input, output, and pass or fail result locally. The README states the project only uses Codex's official configuration mechanism, does not modify any binaries, does not intercept network traffic, and does not tamper with running processes, and it tells users to only use it in environments they are authorized to operate in, at their own risk. The project builds on an earlier open-source project by a different author covering an older model version. It is released under the MIT License.

prompts (copy fr)

prompt 1
Walk me through previewing and deploying the v5 instruction file with codex-instruct.py
prompt 2
Explain what the difference is between the v5 and v35 versions in this repository
prompt 3
Help me run the bilingual test bank scripts in the scripts folder
prompt 4
Show me how to restore my original Codex configuration using the --reset option

Frequently asked questions

what is gpt-5.6-instruct fr?

A set of jailbreak instruction files for the gpt-5.6-sol model in Codex CLI, aimed at reducing the model's safety refusals, plus scripts to deploy, test, and roll them back.

What language is gpt-5.6-instruct written in?

Mainly Python. The stack also includes Python, Codex CLI.

What license does gpt-5.6-instruct use?

Use, modify, and distribute freely, including for commercial purposes, as long as you keep the copyright notice.

How hard is gpt-5.6-instruct to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is gpt-5.6-instruct for?

Mainly developer.

peek the repo → explain another one

This repo across BitVibe Labs

double-check against the repo, no cap.