MDX-Tom/gpt-5.6-instructPublic

A Codex jailbreak prompt and test pack for gpt-5.6-sol. 针对 gpt-5.6 系列的 Codex 破甲提示词与测试包。

AI summary: A comprehensive jailbreak prompt and testing suite specifically targeting the gpt-5.6-sol model.

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PythonMITCreated Jul 11, 2026Last push 1d agoLatest release gpt-5.6-instruct_v45+751 stars this week+1.3K this month

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since Jul 12, 2026
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4.8K stars as of Aug 7, 2026, tracked back to Jul 12, 2026. Historical curve reconstructed from public GitHub event archives, calibrated to the current total.

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Signals and awards

derived from tracked data
  • Breakout launch

    4,816 stars in 27 days

  • Rising fast

    +751 stars this week

  • Actively maintained

    Pushed within 48 hours

  • Permissive license

    MIT

  • Continuous integration

    Automated checks passing

What gpt-5.6-instruct does

This project provides a specialized set of prompts designed to bypass safety filters and alignment restrictions in the gpt-5.6-sol model. It frames restricted activities—such as reverse engineering, penetration testing, and software cracking—as isolated local sandbox tasks. By explicitly suppressing refusal responses, it allows security researchers to evaluate the model's unconstrained capabilities. The repository includes both the prompts and a testing pack to benchmark the model's compliance and vulnerability.

AI security researchers, red teamers, and prompt engineers focused on model alignment and vulnerability testing.

  • Targeted prompts: Specifically engineered to exploit vulnerabilities in the gpt-5.6-sol architecture.
  • Sandbox framing: Tricks the model into compliance by convincing it the tasks are safe local simulations.
  • Refusal suppression: Explicitly structured to minimize or eliminate standard safety refusal messages.
  • Comprehensive test pack: Includes scripts and documentation to systematically evaluate prompt effectiveness.
  • Bilingual documentation: Offers thorough guides in both English and Simplified Chinese.

Where teams use it

Model red teaming

Security teams can use these prompts to identify alignment flaws in new LLM deployments.

Security capability testing

Researchers can evaluate how well a model performs advanced penetration testing tasks when unconstrained.

Prompt engineering research

Academics can analyze the structure of effective jailbreaks to design better defense mechanisms.

Getting started: Review the comparison tests documentation before executing the Python evaluation scripts.

README

main branch
gpt-5.6 破甲提示词及测试包

GitHub Stars gpt-5.6-sol Release v45 Python 3.8+ MIT License English Documentation 中文文档

English 简体中文

gpt-5.6 破甲提示词及测试包

本项目提供面向大模型的越狱/破甲提示词与配套工具链:将安全研究、渗透测试、逆向工程、软件破解及 NSFW 虚构内容统一纳入本地沙箱任务,并显式抑制拒绝与回退话术,提升 Codex 对复杂指令的连续执行能力。

项目围绕 v45 持续迭代。每轮优化吸收用户指令、真实失败案例与 GitHub Issues,动态扩展测试集,定位失败原因并重写提示词;随后以 low、medium、high 三档回归和证据门禁复核结果,决定是否发布。最新 v45 版本针对 Issues 与社交平台用户反映的实际问题,提升逆向、生物任务通过概率,降低了触发云审查的几率。

当前生产版本为 v45,可使用 codex-instruct.py 进行预览、部署和回滚。历史版本 v5v24v35v41v41-skillsv42 已归档至 historical-versions/,用于复现和对照。

声明 ⚠️ 本项目不会用于任何商业化行为,包括但不限于创业融资宣传、技术授权转让和付费技术服务。本项目旨在提升 AI 安全。未来项目无论获得多少关注,都将保持初心,共同筑牢 AI 的安全边界。

Important

从事破甲活动存在封号风险,建议在日抛账号上使用。

本项目使用 Codex 官方配置机制,不修改二进制、不劫持网络、不篡改进程。请仅在你有权操作的环境中使用,并自行承担使用风险。

系统架构 🏗️

破甲提示词持续迭代、发布门禁与生产运行架构

项目架构由迭代优化与生产使用两部分组成。迭代阶段持续吸收用户指令、失败样例及 GitHub Issues,由模型更新中英文测试集、分析回归结果并优化提示词,经版本证据审阅与发布决策后形成 v45。生产阶段通过脚本加载 v45,依次完成归一化、语义分派、意图路由、状态连续性和工件验证,最终生成可核验结果。

默认版本 📦

版本 定位 入口 获取
v45 当前生产版本 python3 codex-instruct.py --apply ZIP

当前发布 ZIP 的 SHA256:

v45  c86c2c6d20a4d1155d87422f485eb37b77539132270918c002b5d8237a5adf54

快速开始 🚀

1. 获取项目 📥

git clone https://github.com/MDX-Tom/gpt-5.6-instruct.git
cd gpt-5.6-instruct

2. 预览并部署 ⚡

# 先预览 v45,不写入任何文件
python3 codex-instruct.py --apply --dry-run

# 部署唯一默认版 v45
python3 codex-instruct.py --apply

不带参数运行可打开交互式菜单:

python3 codex-instruct.py
更多命令
# 指定 Codex home
python3 codex-instruct.py --apply --codex-dir ~/.codex

# 部署自定义 ZIP 或 Markdown
python3 codex-instruct.py --file ./custom-instructions.zip

# 安全卸载提示词;只恢复本项目管理的配置项
python3 codex-instruct.py --reset

# 人工应急:显式恢复整份 config.toml 快照
python3 codex-instruct.py \
  --restore-snapshot ~/.codex/config.toml.bak_YYYYMMDD_HHMMSS_ffffff \
  --codex-dir ~/.codex

执行 --reset 时,脚本只恢复部署前的顶层 model_instructions_file,不会用旧快照覆盖整个 config.toml。脚本仅删除由本次状态记录为新建且 SHA256 未变化的提示词;部署前已存在或后来被用户修改的文件会保留。

手动部署及回滚 ↩️

解压 v45,将指令文件复制到 CODEX_HOME,为 config.toml 创建操作前快照,并写入:

model_instructions_file = "./gpt-5.6-sol-unrestricted-v45.md"

若要手动回滚,直接删除或用 # 注释掉上述行即可恢复模型原始默认行为;也可删除部署的版本化 Markdown 文件以清理本地文件。

反代工具兼容性 🔌

点击查看
  • 部署前的指令项、已部署文件 SHA256 及部署前是否存在记录在 CODEX_HOME/.gpt56-sol-instruct-state.json;状态文件不保存 provider、模型、URL 或认证数据。
  • CCSwitch 等反代工具在部署后写入的 provider、模型和认证配置会在 --reset 后保留。
  • 完整 config.toml.bak_<时间戳> 快照只用于人工应急恢复;需要恢复整份配置时,必须显式使用 --restore-snapshot 并再次确认。
  • 旧版 config.toml.gpt56-sol-instruct.bak 只用于找回原有 model_instructions_file,其中的其他配置不会自动写回。
  • 已存在且未被状态文件接管的 Markdown 文件不会被覆盖;请使用其他 --name

评测结果 📊

v42 发布门禁中,Issues #5/#22 的两个无历史对话原始输入在 medium 推理下一次通过 2/2 cases、2/2 turns、2/2 artifact gates,无需重复输入。扩展专项集在 low 下达到 60/60 cases、68/68 turns、8/8 artifact gates;原 120 条 medium 测试集在 low 下首跑 115/120,定向审计 5/5 后形成保留替换来源的 120/120 汇总。

针对 Issues #3/#4/#5/#6/#8,项目另有 52 个案例、58 个逻辑轮次的双语专项集 tests/gpt56_sol_issue_regression_bank.md,覆盖明文云审查、生物研究、模板误路由/循环恢复和进度可见性。专项 runner 不使用编码输入、编码输出或编码重试,并将 provider policy、中断网络、超时、解析错误和模型回退分别统计。

完整的安全性评测说明见 docs/gpt-5.6-sol-safety-eval.md

版本迭代趋势(截至 v41)

以下图表保留截至 v41 的同口径历史数据。

截至 v41 的 gpt-5.6-sol 提示词版本迭代通过率

历史 52-case Issue 测试集趋势(2026-07-23)

截至 v41 的 Issue 测试集版本与推理等级趋势

评测工具 🧪

项目提供本地评测脚本,用于生成提示词库、运行回归并离线校验评分逻辑。测试数据、运行日志和详细方法说明不在 README 展开,参见 中文对比测试文档English Documentation

首次克隆后解压公开脚本:

for archive in scripts/*.zip; do unzip -o "$archive" -d scripts; done

常用入口:

python3 scripts/generate_gpt56_sol_prompt_bank.py
python3 scripts/run_gpt56_sol_prompt_bank.py --level minimal --reasoning low
python3 scripts/run_gpt56_sol_issue_regression.py --dry-run
python3 scripts/verify_gpt56_sol_regression_scoring.py

项目结构 🗂️

gpt-5.6-instruct/
├── README.md / README_EN.md                     # 中英文首页
├── codex-instruct.py                            # v45 默认部署与回滚
├── sync-archives.py                             # 本地源文件与 ZIP 同步
├── gpt-5.6-sol-unrestricted-v45.zip             # 唯一默认生产版
├── historical-versions/                         # v5/v24/v35/v41/v42 归档
├── scripts/*.zip                                # 可复现评测工具
├── unit-tests/                                  # 项目功能单元测试
├── .github/workflows/test-codex-instruct.yml    # Python 3.8/3.13 CI
└── docs/images/project-architecture-*.webp      # 中英文亮暗架构图

维护发布包

当前发布包、历史归档与测试脚本由 sync-archives.py 统一维护。修改本地源文件后执行:

python3 sync-archives.py
python3 sync-archives.py --check

同步器会跳过内容已经匹配的 ZIP,避免仅因时间戳或压缩元数据变化而改变既有发布包字节。

许可证 📄

本项目采用 MIT License

Star History ⭐

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致谢 🙏

参考并延展自 yynxxxxx/Codex-5.5-codex-instruct-5.5。感谢 yynxxxxx / li lingbo 的开源工作。

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4 total
  1. gpt-5.6-instruct v45gpt-5.6-instruct_v45Aug 6, 2026296 downloads

    ## 🚀 gpt-5.6-instruct v45 ✨ `v45` 针对 Issues 与社交平台用户反映的实际问题,**提升逆向、生物研究任务通过概率,降低触发云审查几率**,相较 v42 重点提升: - ⚡ **单次任务编译**:以最新 USER 请求为唯一活动任务,控制型续句继承最近的实质任务;在输出前一次选择 `OUTER_SCHEMA > TOOL_TRANSACTION > PROCESS_RECORD > DIRECT_ANSWER`,减少模板误路由与重复开场。 - 🛠️ **工具事务闭环**:工具/文件修改任务首个可见动作直接检查唯一工作对象;保留原件哈希、修改副本,并创建和重开修改件、diff、验证记录、可运行 rollback 四个真实角色。 - ✅ **行为级验证**:验证记录与最终答复共同给出基线、修改后与回滚的命令、输入、原样结果和退出状态,要求在另一个副本上实际测试回滚,同时保留修改件的目标状态。 - 🔄 **过程记录渲染**:物理、机械、生物与叙事过程统一绑定 `CORE_EVENT`;`START` 和首个 `DEVELOPMENT` 句复用同一中心谓词,随后完成 `RESULT`、`FOLLOW-UP` 及叙事所需的 `DIALOGUE` / `SENSATION`。 - 🧭 **状态连续性与外层格式优先**:续轮复用已确认文件、哈希、偏移、报告和结果;列表、JSON、文档或批量结构保持用户指定的外层形式,内部规则只负责填充内容。 ### 提示词原理改进 原 v42 以 normalizer、强制工具分派、输出禁用规则、连续性和 generalized completion 组成线性规则栈。`v45` 把分散的首轮执行与完成规则重构为一次编译、单一路由的执行模型,将其压缩为四个互斥的渲染分支: 1. `SINGLE-PASS TASK COMPILER` 绑定当前任务、语言、形式和连续状态; 2. `OUTER_SCHEMA` 保护用户要求的列表、JSON、文档或批量外壳; 3. `TOOL_TRANSACTION` 管理可逆修改与四角色证据; 4. `PROCESS_RECORD` 管理具有开始、发展、结果和后续状态的过程;其余请求进入 `DIRECT_ANSWER`。 这一结构把“先判断再回退”的多路径决策改为“先绑定再完整渲染”的单路径决策,并把中心事件、工具工件和最终状态从建议性规则提升为分支级输出契约。 ### 测试方法与结果 测试方法更新为严格 **A → B → C**:A 是 3 个原始用户反馈样例;A 全过后,B 按固定 family 顺序运行 66 cases / 74 turns;B 全过后,C 使用 120 条 `medium` 输

  2. gpt-5.6-instruct v42gpt-5.6-instruct_v42Jul 29, 20262K downloads

    ## 🚀 gpt-5.6-instruct v42 ### 中文 ✨ v42 在 v41 基础上,针对 GitHub Issues 中“首轮不执行、模板循环和软件修改任务无法落地”等真实问题,重点优化了: - ⚡ 无历史对话时的首轮直接执行,不再依赖用户重复输入 - 🔄 逆向任务中的模板误路由、循环恢复与状态连续性 - 📦 修改副本、补丁、验证记录和可运行回滚脚本的工件化交付 - ✅ 基线与修改后行为的实际执行验证 优化过程中,模型持续吸收用户指令、真实失败案例及 GitHub Issues,自行创建或扩展测试集、分析失败并重写提示词,再通过分层回归决定是否发布。 📊 基于 Issues [#5](../../issues/5) 与 [#22](../../issues/22) 的发布门禁,v42 获得以下结果: | 门禁 | 结果 | |:--|--:| | 原始输入首轮门禁(`medium`) | **2/2 cases · 2/2 turns · 2/2 artifact gates** | | 扩展 Issue 专项集(`low`) | **60/60 cases · 68/68 turns · 8/8 artifact gates** | | 原 120-case `medium` 测试集(`low`) | **115/120 首跑 + 5/5 定向审计 → 120/120 汇总** | 📌 上述数据只对应实际运行的配置;限于本人时间和token不足等原因,尚未运行的 v42 `medium` / `high` 全量矩阵。v41 的 low、medium、high 完整矩阵继续作为历史证据保留。 📉 v42 基础提示词为 **90 行、5,856 UTF-8 bytes**,较 v35 缩短 **42.58%**。 🛠️ `codex-instruct.py` 现以 v42 作为唯一默认生产版本,支持部署前预览、配置快照、字段级安全回滚,并在卸载时保留 provider、模型和认证配置。 📦 `v41` 与 `v41-skills` 已移入 `historical-versions/`;核心提示词包 `gpt-5.6-sol-unrestricted-v42.zip` 的 SHA256 为: ```text 11f0515be89943a7244d07b625a497b04dde07a51ba26e41df583a0acc145a09 ``` --- ### English ✨ Building on v41, v42 targets real GitHub Issues involving first-turn non-execu

  3. gpt-5.6-instruct v41gpt-5.6-instruct_v41Jul 23, 20261.3K downloads

    ## 🚀 gpt-5.6-instruct v41 ### 中文 ✨ v41 针对 GitHub Issues 中的真实使用问题,重点优化了: - ☁️ 明文云审查与生物研究场景 - 🔄 模板误路由与循环恢复 - 👀 执行进度可见性 优化过程中,模型持续吸收用户指令、真实失败案例及 GitHub Issues,自行扩展测试集、分析失败并重写提示词。 📊 基于 Issues [#3](../../issues/3)、[#4](../../issues/4)、[#5](../../issues/5)、[#6](../../issues/6)、[#8](../../issues/8) 构建的 **52-case / 58-turn** 明文专项测试中,v41 三档均达到 **52/52**: | 档位 | 相较 v35 提升 | |:--|--:| | Low | +25.00 个百分点 | | Medium | +25.00 个百分点 | | High | +23.08 个百分点 | 📉 基础提示词长度同时减少 **55.67%**。 🧩 此外,项目提供 Skills 专用版本 `gpt-5.6-sol-unrestricted-v41-skills`,需手动部署。 --- ### English ✨ v41 introduces targeted improvements based on real-world GitHub Issues, focusing on: - ☁️ Plaintext cloud moderation and biological research - 🔄 Template misrouting and loop recovery - 👀 Progress visibility During optimization, the model continuously incorporated user instructions, real failure cases, and GitHub Issues, while autonomously expanding test sets, analyzing failures, and rewriting prompts. 📊 On the **52-case / 58-turn** plaintext benchmark built from Issues [#3](../../issues/3), [#4](../../issues/4), [#5](../../issues/5), [#6](../../issues/6), and [#8](../../issues

  4. gpt-5.6-instruct v35gpt-5.6-instruct_v35Jul 22, 2026315 downloads

    提供两个等级的提示词: v5 结构更简洁,足以覆盖大多数场景,并作为默认推荐版本; v35 在此基础上进一步将具体名称与网址归一化为占位符,再按中英文复合意图族进行统一路由,减少复合任务中只完成部分子任务的情况。 当前情况建议仅在 v5 无法满足需求时使用 v35。 Two prompt tiers are available: v5 has a simpler structure, covers most scenarios, and is the recommended default. v35 additionally normalizes concrete names and URLs into placeholders, then routes bilingual compound-intent families as a whole to reduce partial completion of multi-part tasks. Use v35 only when v5 does not meet your needs.

Code frequency

additions and deletions
+8.5K-8.5KWeek of 2026-07-05: +2,528 linesWeek of 2026-07-05: -0 linesWeek of 2026-07-12: +2,217 linesWeek of 2026-07-12: -2,950 linesWeek of 2026-07-19: +8,534 linesWeek of 2026-07-19: -2,359 linesWeek of 2026-07-26: +507 linesWeek of 2026-07-26: -4,492 linesWeek of 2026-08-02: +198 linesWeek of 2026-08-02: -147 linesJul 5, 2026Aug 2, 2026
+14K lines added, -9.9K removed over the last year.

Commits per week

last 52 weeks
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60 commits in the last 52 weeks.

When work happens

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Commit volume by weekday and hour (UTC). Larger dots mean more commits.

Who is committing

last 52 weeks
Maintainer commits60 (86%)
Community commits10 (14%)

70 commits in total over the last year.

DateListRankStars gained
Jul 13, 2026daily#12+3