#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
She's a mother, a daughter,
She's brave, courageous,
Is She's feeble ? Helpless ?
No! It's you, your frame of mind,
Still let's her freedom to rescind!
She's not disabled,
Just the scenario made her existence confined,
Even in the century of 21st,
She's still defenseless over the set of your mind!
She never got the freedom, which a boy gets at his age,
So could you please let me know,
How She's guilty at every stage ?
Either She's LAXMI to NIRBHAYA and PRIYANAKA in 2019,
Nothing has changed,
Every single day, every single minute, nd in every single second,
She's molested, burnt and raped!
This act is plaintive enough,
We can't even think of,
Only a question I wanted to ask,
When she'll get rid of!
💯
-Gurpreet Bhatia
#guri#poetry#review#write