"KaraKeep is a note-taking app designed to help you build and connect your ideas using the power of AI. It goes beyond simple note storage by enabling you to create a 'second brain' – a personal knowledge management system.
Key features include AI-powered summarization, insightful connections between notes, and a focus on long-term knowledge retention. KaraKeep allows you to easily capture thoughts, organize information, and discover hidden patterns in your notes. It aims to be more than just a tool for taking notes; it's a system for thinking and learning.
The app is designed for individuals looking to improve their productivity, creativity, and overall knowledge management."
Key features include AI-powered summarization, insightful connections between notes, and a focus on long-term knowledge retention. KaraKeep allows you to easily capture thoughts, organize information, and discover hidden patterns in your notes. It aims to be more than just a tool for taking notes; it's a system for thinking and learning.
The app is designed for individuals looking to improve their productivity, creativity, and overall knowledge management."
Cloudflare converts HTML to Markdown on the fly when an AI agent requests it via the `Accept: text/markdown` header.
This article discusses common issues with Retrieval-Augmented Generation (RAG) systems, such as context blindness and first-person confusion, and provides solutions to improve retrieval accuracy in local LLMs.
This article introduces the pyramid search approach using Agentic Knowledge Distillation to address the limitations of traditional RAG strategies in document ingestion.
The pyramid structure allows for multi-level retrieval, including atomic insights, concepts, abstracts, and recollections. This structure mimics a knowledge graph but uses natural language, making it more efficient for LLMs to interact with.
**Knowledge Distillation Process**:
- **Conversion to Markdown**: Documents are converted to Markdown for better token efficiency and processing.
- **Atomic Insights Extraction**: Each page is processed using a two-page sliding window to generate a list of insights in simple sentences.
- **Concept Distillation**: Higher-level concepts are identified from the insights to reduce noise and preserve essential information.
- **Abstract Creation**: An LLM writes a comprehensive abstract for each document, capturing dense information efficiently.
- **Recollections/Memories**: Critical information useful across all tasks is stored at the top of the pyramid.
The pyramid structure allows for multi-level retrieval, including atomic insights, concepts, abstracts, and recollections. This structure mimics a knowledge graph but uses natural language, making it more efficient for LLMs to interact with.
**Knowledge Distillation Process**:
- **Conversion to Markdown**: Documents are converted to Markdown for better token efficiency and processing.
- **Atomic Insights Extraction**: Each page is processed using a two-page sliding window to generate a list of insights in simple sentences.
- **Concept Distillation**: Higher-level concepts are identified from the insights to reduce noise and preserve essential information.
- **Abstract Creation**: An LLM writes a comprehensive abstract for each document, capturing dense information efficiently.
- **Recollections/Memories**: Critical information useful across all tasks is stored at the top of the pyramid.
LLM-powered bookmark search engine that allows you to search from your local browser bookmarks using natural language.
Web application that summarizes online content, automatically categorizes and interlinks it for easy rediscovery. Save time and build your knowledge base with Recall.
