#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
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