🥳 This week, we published a demo on combining @LangChainAI and #Weaviate
📚 https://t.co/sWAGGbvUIN
📹 Or watch @ecardenas300's demo: https://t.co/GVRcPhwyQU

🧵 Check out the 4 CombineDocument techniques implemented in #LangChain that solve the limited input token lengths👇

@LangChainAI @ecardenas300 🧸 Stuffing is the simplest method
🗃️ All relevant documents from the database are stuffed into the prompt
@LangChainAI @ecardenas300 📑 Map Reduce applies an initial prompt to each chunk of data, and it passed through the LLM to generate multiple responses
✨ Another prompt is created to combine all of the initial outputs into one
@LangChainAI @ecardenas300 💬 Refine asks the language model to summarize the documents one by one
🧠 It then uses its local memory with the summaries generated so far to influence the next output
🔄 This is repeated until all documents have been processed
@LangChainAI @ecardenas300 📈 Map-Rerank runs an initial prompt that asks the model to give a relevance score for each document
💯 The language model then assigns a score based on the certainty of the answer and ranks them
💬 The top two documents are stuffed into the model to generate a single response

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The best morning routine?

Starts the night before.

9 evening habits that make all the difference:

1. Write down tomorrow's 3:3:3 plan

• 3 hours on your most important project
• 3 shorter tasks
• 3 maintenance activities

Defining a "productive day" is crucial.

Or else you'll never be at peace (even with excellent output).

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2. End the workday with a shutdown ritual

Create a short shutdown ritual (hat-tip to Cal Newport). Close your laptop, plug in the charger, spend 2 minutes tidying your desk. Then say, "shutdown."

Separating your life and work is key.

3. Journal 1 beautiful life moment

Delicious tacos, presentation you crushed, a moment of inner peace. Write it down.

Gratitude programs a mindset of abundance.

4. Lay out clothes

Get exercise clothes ready for tomorrow. Upon waking up, jump rope for 2 mins. It will activate your mind + body.

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