#python#ai#faiss#gpt_oss#langchain#llama_index#llm#localstorage#offline_first#ollama#privacy#python#rag#retrieval_augmented_generation#vector_database#vector_search#vectors
LEANN is a tiny, powerful vector database that lets you turn your laptop into a personal AI assistant capable of searching millions of documents using 97% less storage than traditional systems without losing accuracy. It works by storing a compact graph and computing embeddings only when needed, saving huge space and keeping your data private on your device. You can search your files, emails, browser history, chat logs, live data from platforms like Slack and Twitter, and even codebases—all locally without cloud costs. This means fast, private, and efficient AI-powered search and retrieval on your own laptop.
https://github.com/yichuan-w/LEANN
#Desert
Iced Fudge Brownies
22p 342kcal/p
Brownie 240g butter 360g semi-sweet chocolate 200g sugar 1tbsp vanilla extract 1tbsp instant coffee granules 4 L eggs room temperature 62.5g all-purpose flour 43g cocoa powder 1tsp baking powder
CHOCOLATE ICING 110g butter, at room temperature 360g powdered sugar 43g cocoa powder 2tsp vanilla extract 60g warmed milk sprinkles, for decorating (opt)
Instructions
1. 9×13 inch pan w/paper 2. melt the butter & 3/4 chocolate chips until smooth. Stir in the sugar, vanilla, and instant coffee. 3. whisk 4 eggs, add into the chocolate mix. Add the flour, cocoa powder, and baking powder. Stir until just combined. Stir in the remaining 1/4 chocolate chips. Spread into baking pan.
175°C 28-30min. Cool. 4. make the icing. Mix the butter, powdered sugar, cocoa powder, vanilla, and 1/4 cup warm milk until smooth, adding additional warm milk until the frosting becomes thicker. Add more sugar if needed. Spread the icing over the bars.
Decorate with sprinkles.
Kinder Rice Krispie bar
60g salted or unsalted butter
300g mini marshmallows
125g Rice Krispies
24 mini Kinder chocolate bars, 8 (100g) for the base, 16 (200g) for the topping Optional: Kinder halves to decorate
Tin size: 8x8"
#Desert
🌎 In Australia’s dry grasslands, the spinifex hopping mouse leaps up to 3 meters in a single bound—over 10 times its body length! Powerful back legs and long tails help it escape predators and thrive in deserts where water is scarce. ✨
#animals⚡#adaptation⚡#desert
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