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AI Engineering Academy: 2.10 Auto Merge Retriever - Chief AI Sharing Circle

AI Engineering Academy: 2.10 Automated Merge Retriever

Introduction The Automated Merge Retriever is a high-level implementation of the Enhanced Retrieval Generation (RAG) framework. It aims to enhance the context-awareness and coherence of AI-generated responses by merging potentially fragmented and smaller contexts into larger and more comprehensive ones. https://github.com/adith...

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LocalAI: open source local AI deployment solution, supports multiple model architectures, WebUI unified management of models and APIs-Chief AI Sharing Circle

LocalAI: open source local AI deployment solutions, support for multiple model architectures, WebUI unified management of models and APIs

General Introduction LocalAI is an open source local AI alternative designed to provide API interfaces compatible with OpenAI, Claude, and others. It supports running on consumer-grade hardware, does not require a GPU, and is capable of performing a wide range of tasks such as text, audio, video, image generation, and speech cloning.LocalAI by Ettore ...

The first list of "AI Search" evaluation benchmarks was released! 4o leads by a small margin, and the domestic big models performed brilliantly, with a total of 5 bases, 11 scenarios, and 14 models-Chief AI Sharing Circle

The first list of "AI Search" evaluation benchmarks was released! 4o's leading margin is small, and domestic big models perform brilliantly, with a total of 5 bases, 11 scenarios, and 14 models.

The benchmark evaluation of Chinese big model "AI Search" (SuperCLUE-AISearch) was released, which is an in-depth evaluation of the ability of big model combined with search. The evaluation not only focuses on the basic capabilities of the big model, but also focuses on its performance in scenario applications. The evaluation covers five basic capabilities such as information retrieval capability, latest...

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Complex Reasoning Capabilities of Large Models from OpenAI-o1 - Chief AI Sharing Circle

Complex Reasoning for Large Models from OpenAI-o1

In 2022 OpenAI released ChatGPT, which became the world's fastest APP to break through the hundreds of millions of users, and at that time people thought that we were closer to true artificial intelligence. But people soon realized that ChatGPT could talk and chat, and even write poems and articles, but it still wasn't quite as good at simple logic...

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NVIDIA Garak: Open-source tool to detect LLM vulnerabilities, secure generative AI - Chief AI Sharing Circle

NVIDIA Garak: Open-source tool to detect LLM vulnerabilities and secure generative AI

Comprehensive Introduction NVIDIA Garak is an open source tool that specializes in detecting vulnerabilities in Large Language Models (LLMs). It checks the model for multiple weaknesses such as illusions, data leakage, hint injection, error message generation, harmful content generation, etc. through static, dynamic and adaptive probing.Garak resembles ...

Learn TOML format profile in a minute - Chief AI Sharing Circle

Learn TOML format configuration files in a minute

TOML is a clean and simple configuration file format 📄 designed to be more human readable and writable ✨. ✅ Easier to write: Configurations are represented as key-value pairs without complex indentation and syntax rules, reducing the error rate. ✅ Clearer: Support grouping and nesting structure, clear hierarchy, configuration logic at a glance...

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