#python#agent#llm#llm_agent#llm_reasoning#machine_learning_systems#mlsys#reinforcement_learning#rl
AReaL is a free, open-source system for fast asynchronous reinforcement learning to train large AI models in math, coding, search, and agents. It decouples generation and training for up to 2.77x speedup, stable performance, and easy setup on single or 1000+ GPUs with algorithms like GRPO/PPO. Install via git/pip, run examples like GSM8K math instantly. You benefit by building top AI agents affordably and quickly, reproducing results with shared data/models, saving time/money vs. slow synchronous tools.
https://github.com/inclusionAI/AReaL
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