#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
🍿 Government Cheese: Apple TV+ Goes Full Surreal with This Wild Comedy
📆Premiere: April 16, 2025
🎭Genre: #Comedy · #Surreal
David Oyelowo (‘Selma’, ‘Nightingale’) leads Government Cheese, a wild, satirical take on the American Dream. Set in 1969, the show follows Hampton Chambers, a con man fresh out of prison who returns to his family with big dreams—only to find they’ve moved on without him. His grand plan? A bizarre invention, a pile of debt, and a “righteous path” full of chaos.
Think Fargo meets Wes Anderson, but with a fresh, Black-led perspective. Apple TV+ is leaning hard into quirky crime comedies, and this one, with Pharrell Williams on the soundtrack, feels like a bold, must-watch gamble 🎶🔥. Will it be a cult classic or just a wild experiment? We’ll find out soon.