#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
Non-speaking does not equal non-thinking.
They're just as capable of thinking you're an a$$hole as anyone else, so watch your step. 😉
#nonspeaking#nonverbal#Autism#Autistic#ActuallyAutistic#AACsource
#python#4k#aac#apple_music#apple_music_downloader#downloader#m4a#m4v
Gamdl is a free command-line tool to download Apple Music songs in high-quality AAC 256kbps, music videos up to 4K, albums, playlists, and artist content, with synced lyrics (LRC/SRT), rich metadata, and cover art. Install via `pip install gamdl`, add your browser cookies from an active subscription, and run `gamdl [URL]`. It benefits you by letting you enjoy offline playback anywhere without streaming data costs, on any device, with organized files ready for your library.
https://github.com/glomatico/gamdl
Gatekeeping communication methods = time to find a new practitioner. #Autism#Autistic#ActuallyAutistic#nonspeaking#nonverbal#Speechtherapy#AAC#apraxia#dyspraxiasource