#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
kitty
The fast, feature-rich, GPU based #terminal emulator
Uses GPU and SIMD vector CPU instructions for best in class
Uses threaded rendering for absolutely minimal latency
Performance tradeoffs can be tuned
Capable Scriptable Composable Cross-platform Innovative
To get started see Quickstart.
https://sw.kovidgoyal.net/kitty/
With software, such as "Kitty", it is possible to read documents, images and other graphical formats with these software:
https://github.com/dsanson/termpdf.py
http://www.kraxel.org/blog/linux/fbida/
https://github.com/itsjunetime/tdf
It means, that we no longer need GTK+ (which dropped support for X11), Qt and other graphical toolkits in order to have a full operational computer.
qrcp, transfer files over wifi from your computer to your mobile device by scanning a QR code without leaving the terminal.
#tools#terminal
@thedevs
https://kutt.it/fycGgm
eDEX-UI, a science fiction terminal emulator designed for large touchscreens that runs on all major OSs.
#tools#terminal
@thedevs
https://kutt.it/IaR1au