#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
Apple Strudel
Ingredients for the dough:
🍚 250g all-purpose flour
💧 100 ml water
🥚 1 egg
🌿 20g vegetable oil
🧂 1 pinch of salt
For the filling:
🍏 4 Granny Smith apples, peeled and sliced
🍋 Lemon juice
🍇 100g dried cranberries
🍞 100g breadcrumbs
🧈 50g butter (melted, for brushing the dough and sautéing the breadcrumbs)
🌰 50g candied pecans, chopped
🍂 1 tsp cinnamon
🍬 70g sugar
🍨 1 scoop of ice cream
#sweet
@dishes
Pavlova
5 large egg whites 🥚 (at room temperature)
270g. Extra fine sugar or caster sugar 🍬
4g. Cream of tartar or 1 tsp white vinegar 🍶
1 Tbsp Cornstarch 🌽
For topping cream:
1 1/2 cup heavy whipped cream 🍦
50g. powdered sugar 🍚
1/2 tsp vanilla extract 🌸
For syrup:
1 1/2 cup Hibiscus flowers 🌺
2 cups sugar 🍬
Lemon zest 🍋
Fresh fruit or any berries for topping 🍓🍇
#sweet
@dishes
➡️New build available for Xiaomi Redmi Note 10 Pro / Pro Max (sweet)
👤 by Pulkit Agarwal
ℹ️ Version: 13
📆 Build date: November 23, 2023 04:24
📂 File size: 1.73 GB
⬇️ Download now
#sweet#pixelexperience