#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
arter97 Kernel | Android 14 | Nothing Phone (2)
✍️ Details:
- Version: r15
- Codename: #Pong
- Released: 15/03/24
🔽 Download: Normal & KSU Version
🆘 Support Threads: TG | XDA
🔖Tags : #Stock#Kernel#arter97#U
✨Changelogs:
- Backported lazy RCU to improve power consumption
- Other minor bug fixes and changes from Google
✍️ Note:
- This kernel is only compatible with Stock A14 NOS rom.
- Report issues (if any) in the support group with appropriate logs.
😎 Maintainer : @arter97
🔔 Updates : @NothingPhone2Updates
💬 Chat : @NothingPhone2
NothingMuchROM | Android 14 | Nothing Phone (2)
Nothing OS with some handful modifications for a better experience
✍️ Details:
- Version: r15 (NOS 2.6.0)
- Codename: #Pong
- Released: 08/07/24
🔽 Download : Here
🆘 Support group: TG | XDA
⚙️ Installation: Here
🔖Tags : #Stock#ROM#arter97#U#NothingPhone2
✨Changelogs:
- Stable release based on 2.6.0
- Custom bionic updated to use the latest AOSP compiler and fix several minor issues in the math library.
😎 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 14 | Nothing Phone (2)
Nothing OS with some handful modifications for a better experience
✍️ Details:
- Version: r14 (NOS 2.5.6)
- Codename: #Pong
- Released: 02/07/24
🔽 Download : Here
🆘 Support group: TG | XDA
⚙️ Installation: Here
🔖Tags : #Stock#ROM#arter97#U#NothingPhone2
✨Changelogs:
- Stable release based on NOS 2.5.6
- Dirac is back, thanks to the fix from gotenksIN
✍️ Note:
- If you don't want dirac, stick to the r13 build based on NOS 2.5.6
😎 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 16 | Nothing Phone (2)
✍️ Details:
- Version: r40
- Codename: #Pong
- Released: 10/03/26
🔽 Download : Here
🆘 Support group: Here
⚙️ Installation: Here
🌳 Source: Here
🔖Tags : #Stock#ROM#arter97#V#NothingPhone2
✨ Changelogs
- Update base to 4.0 (Pong_B4.0-260226-0955)
🗒 Note:
- Back up your data before proceeding.
- Make absolutely sure that you're flashing the respective firmware alongside the installation. Failure to do so will result in an untested scenario.
- Recovery flashable firmwares can be found here.
- It is recommended to use arter97's latest kernel build with this ROM.
👤 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: r39
- Codename: #Pong
- Released: 20/09/25
🔽 Download : Here
🆘 Support group: Here
⚙️ Installation: Here
🔖Tags : #Stock#ROM#arter97#V#NothingPhone2
✨ Changelogs
- Update base to Pong-V3.2-250917-1451
🗒 Note:
- Back up your data before proceeding.
- Make absolutely sure that you're flashing the respective firmware alongside the installation. Failure to do so will result in an untested scenario.
- Recovery flashable firmwares can be found here.
- It is recommended to use arter97's latest kernel build with this ROM.
👤 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: r37
- Codename: #Pong
- Released:15/07/25
🔽 Download : Here
🆘 Support group: Here
⚙️ Installation: Here
✨ Changelogs: Here
🔖Tags : #Stock#ROM#arter97#V#NothingPhone2
🗒 Note:
- Back up your data before proceeding.
- Make absolutely sure that you're flashing the respective firmware alongside the installation. Failure to do so will result in an untested scenario.
- Recovery flashable firmwares can be found here.
- Stable release based on 3.2 (Pong_V3.2-250708-2227_3.2)
- It is recommended to use arter97's latest kernel with this ROM.
👤 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2
NothingMuchROM | Android 15 | Nothing Phone (2)
✍️ Details:
- Version: r36
- Codename: #Pong
- Released: 23/05/25
🔽 Download : Here
🆘 Support group: Here
⚙️ Installation: Here
✨ Changelogs: Here
🔖Tags : #Stock#ROM#arter97#V#NothingPhone2
🗒 Note:
- Back up your data before proceeding.
- Make absolutely sure that you're flashing the respective firmware alongside the installation. Failure to do so will result in an untested scenario.
- Recovery flahsable firmwares can be found here.
- Flashing super is enough for users coming from r35.
- Stable release based on NOS 3.0, Build: Pong-V3.0-250506-1805.
- It is recommended to use arter97's latest kernel with this ROM.
👤 Developer: @arter97
🔔 Updates: @NothingPhone2Updates
💬 Chat: @NothingPhone2