#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
Smile is the only curve that sets things in straight line.
Harsh from Gujarat pens down a thought on smile...!!
Do you know what's satisfying?
When you make someone smile while they were crying.
That smile which holds fire to shine from within, But helplessness just dims their light within.
The smile that wants to burst out laughing,
But their situation insists them to shed another drop of tear.
We can just take a small initiative.
Don't show hatred towards anyone in their low
You never know, when that low might turn everything around.
If possible bring a smile on someone's face
The satisfaction you'll gain can't be expressed.
God's above seeing this, will smile too
And in your life you'll surely ace.
~Harsh
#review#smile
Smile is the only curve that sets things in straight line.
Harsh from Gujarat pens down a thought on smile...!!
Do you know what's satisfying?
When you make someone smile while they were crying.
That smile which holds fire to shine from within, But helplessness just dims their light within.
The smile that wants to burst out laughing,
But their situation insists them to shed another drop of tear.
We can just take a small initiative.
Don't show hatred towards anyone in their low
You never know, when that low might turn everything around.
If possible bring a smile on someone's face
The satisfaction you'll gain can't be expressed.
God's above seeing this, will smile too
And in your life you'll surely ace.
~Harsh
#review#smile