Draft:Second Brain: Difference between revisions
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Extrahuman (talk | contribs) (Wiki page for the Ampmesh task on the concept of Second Brain.) |
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==Purpose and Functionality== | ==Purpose and Functionality== | ||
* '''Knowledge Augmentation:''' The primary purpose is to '''enhance an AI's ability to produce accurate, informed, and coherent responses''' by giving it access to a knowledge base beyond its inherent training data [Retrieval Techniques wiki page]. For humans, it serves as a "general purpose second brain" that "knows everything about everything". | * '''Knowledge Augmentation:''' The primary purpose is to '''enhance an AI's ability to produce accurate, informed, and coherent responses''' by giving it access to a knowledge base beyond its inherent training data [Retrieval Techniques wiki page]. For humans, it serves as a "general purpose second brain" that "knows everything about everything". | ||
* '''Overcoming Limitations:''' It aims to resolve frustrations with traditional LLM interactions, such as constantly re-explaining context or dealing with chat limits, by providing a always-on and context-prefilled environment. | * '''Overcoming Limitations:''' It aims to resolve frustrations with traditional LLM interactions, such as constantly re-explaining context or dealing with chat limits, by providing a always-on and context-prefilled environment. | ||
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==Key Components and Implementations== | ==Key Components and Implementations== | ||
* '''Retrieval-Augmented Generation (RAG):''' This is a fundamental technique enabling the Second Brain to dynamically fetch and inject specific information into an LLM's context window at inference time | * '''Retrieval-Augmented Generation (RAG):''' This is a fundamental technique enabling the Second Brain to dynamically fetch and inject specific information into an LLM's context window at inference time. | ||
* '''[[:Chapter II]]:''' This is the core framework underlying the development and deployment of Second Brain functionalities and ems. It's designed to be a pluggable and agile framework for creating such systems. | * '''[[:Chapter II]]:''' This is the core framework underlying the development and deployment of Second Brain functionalities and ems. It's designed to be a pluggable and agile framework for creating such systems. | ||
* '''Pamphlet:''' A mobile application frontend for Chapter II, envisioned as a fully local app that would allow users to carry their "second brain" on their phone, featuring a real-time multimodal interface including camera input and planned voice input. | * '''Pamphlet:''' A mobile application frontend for Chapter II, envisioned as a fully local app that would allow users to carry their "second brain" on their phone, featuring a real-time multimodal interface including camera input and planned voice input. | ||