Just saw a talk by @AlonHalevy about using a **timeline** based data-structure to do RAG. Really useful for querying over personal events Need to dive into this more! Am always excited to see novel data-structures Repo here: https://
github.com/facebookresear
ch/personal-timeline/tree/main
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TOOLS
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Timeline-Based Data Structure for Personal Event RAG Queries
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AI-Powered Speech Recognition and Collaboration Sponsors
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Thank you to our wonderful sponsors: @MiroHQ
—A collaborative visual platform where your best work comes to life: https://
miro.com/lenny @drinkLMNT
—Zero-sugar hydration @AssemblyAI
—Production-ready AI models to transcribe and understand speech: https://
assemblyai.com/lenny -

Prompt2Model: Automated Small Model Training Pipeline
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8/ Prompt2Model – takes a prompt describing a task and trains a small model that is conducive to deployment; the pipeline automatically collects and synthesizes knowledge through three channels: dataset retrieval, dataset generation, and model retrieval.
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SeamlessM4T: Unified Multilingual Multimodal Machine Translation System
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3/ SeamlessM4T – a unified multilingual and multimodal machine translation system that supports ASR, text-to-text translation, speech-to-text translation, text-to-speech translation, and speech-to-speech translation.
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Hugging Face Learning Resources: Start Your AI Journey
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The best places to start learning about the Hugging Face ecosystem are our courses: https://
huggingface.co/learn and the tasks page: https://
huggingface.co/tasks -
New Data Loaders for Fine-tuning AI Models Across Platforms
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We've started adding loaders to help load data in a format such that you can finetune (usually for a custom tone) So far we've got Facebook Messenger, Slack, Telegram, WhatsApp, Twitter (via @apify
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FX Tool Enables Model Portability Across IR Frameworks
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i heard someone built this thing called FX that lets you move models from one IR to another. the rest is an easy exercise left to the reader
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Apify enables Twitter data integration with LangChain for AI
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@apify can do this pretty well! Example here: https://
python.langchain.com/docs/integrati
ons/chat_loaders/twitter
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Code Llama API Available on Replicate with Multiple Models
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Run Code Llama with an API on Replicate. Code Llama can generate and discuss code. It's the best open-source model for things like debugging and code completion. • 7b https://
replicate.com/replicate/code
llama-7b
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• 7b Python https://
replicate.com/replicate/code
llama-7b-python
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RAG Technique: Solving Modern LLM Limitations Without Fine-Tuning
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Let’s dive in to one of the most-talked about AI techniques—retrieval augmented generation (RAG)— that developers are using as a precursor to fine-tuning. It helps solve the recent issue of modern LLMs while being not-really-that-hard to implement.