Code Comprehension at Scale: Learning from the Bitter Lesson
Handcrafted tricks break at scale. The future of code comprehension lies in holistic, learning-based systems.
Hopper Blog6 min read
retrieval augmented generation
528 stories
What is LLM Orchestration?
Discover LLM Orchestration, which transforms LLMs from simple command-takers into smart systems that solve real-world problems.
VoltAgent Blog17 min read
What is Multimodal RAG
With Multimodal RAG, pictures, sounds, videos, and data visualizations, it's all in the mix for enhanced AI understanding.
VoltAgent Blog8 min read
Deploy AI Pipelines Faster with Hayhooks
Haystack is an AI orchestration framework that enables developers to effortlessly build custom AI pipelines using a modular, building-block approach. However, when it’s time to take those pipelines from your development environment to production, you’re often left with a tough decision: write…
Haystack Blog5 min read
LLM Evals Framework That Predicts ROI: A Step-by-Step Guide
Most LLM evals fail because their metrics don't predict ROI. This playbook shows how to build outcome-based evals that correlate with real business KPIs and user value.
Confident AI (DeepEval)22 min readBuilding Effective RAG Pipelines: A Practical Guide
Learn how to design and implement robust retrieval-augmented generation (RAG) pipelines, from document processing to retrieval optimization.
Agentset.ai Blog1 min read
Nomic Embed Multimodal: Open Source Multimodal Embedding Models for Text, Images, PDFs, and Charts
We're excited to announce the release of Nomic Embed Multimodal, a suite of models that achieve state-of-the-art performance in embedding PDFs, images, papers, and charts.This release includes four models, available in two sizes (3B and 7B parameters) and two variants:ColNomic Embed Multimodal (3B…
GPT4All Blog5 min read
EchoPrime: Multi-Video View-Informed Vision-Language Model for Comprehensive Echocardiography Interpretation
Objective EchoPrime is a foundation model designed for comprehensive echocardiographic interpretation. Unlike previous models that use single views or static images, EchoPrime integrates multi-view echocardiographic videos with corresponding text reports using a vision-language framework.
VITALab2 min read
Optimize RAG Applications with Document Reranking Using Haystack With NVIDIA NeMo Retriever
In retrieval-augmented generation (RAG) applications, the quality of the retrieved documents plays a critical role in delivering accurate and meaningful responses. But what happens when embedding similarity is not enough to get an accurate ordering of the reference documents?
Haystack Blog9 min read
Free Local RAG Scraper for Custom GPTs and Assistants
TL;DR Scrape Squarespace/Shopify Websites for use with AI This web scraper runs entirely in your browser and is perfect for creating training data for AI models.
Artificial-Intelligence.Blog2 min read
Improving Recommendation Systems & Search in the Age of LLMs
Model architectures, data generation, training paradigms, and unified frameworks inspired by LLMs.
Eugene Yan39 min readBuilding a Proof-of-Concept RAG System in an Afternoon
A practical guide to quickly building a functional retrieval-augmented generation system to demonstrate the value of AI-powered document search.
Agentset.ai Blog1 min readThe Art of Document Chunking for LLM Applications
Explore the nuances of effective document chunking strategies for retrieval-augmented generation systems and how they impact LLM performance.
Agentset.ai Blog1 min read
PageIndex Leads Financial QA Benchmark
We introduce Mafin2.5, which is built based on PageIndex, with a 98.7% accuracy rate on the finance industry question-answering benchmark.
PageIndex Blog2 min read
Use DeepSeek-R1 with Haystack: Demo and Tutorial
The latest release from DeepSeek confirms an essential truth about AI: there won’t be one model or provider to rule them all. As the field evolves, it’s evident that diverse models bring unique strengths, making a model-agnostic approach vital for developers and organizations alike.
Haystack Blog3 min read
Build an Agentic RAG Pipeline in deepset Studio
In this article, we’ll explore how to build an agentic Retrieval Augmented Generation (RAG) pipeline on deepset Studio, the AI application prototyping tool for developers.
Haystack Blog7 min read
2024 Backward Pass: The Definitive Guide to AI in 2024
The original report in PDF can be downloaded here: https://translinkcapital.docsend.com/v/c98t5/backward_pass
AI Musings by Mu53 min read
How to Run a Weekly Paper Club (and Build a Learning Community)
Benefits of running a weekly paper club, how to start one, and how to read and facilitate papers.
Eugene Yan6 min read
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