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66 posts

Context Augmented Generation (CAG)

Last Updated: 13 November 2025

Context-Augmented Generation (CAG) enhances text generation by incorporating contextual information such as user intent and domain knowledge. It maintains coherence throug...read more

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Artificial Intelligence

Artificial Intelligence

Enhanced Document Retrieval with Cohere Rerank

Last Updated: 04 November 2025

Cohere Rerank is a transformer-based model that reorders retrieved documents based on their true contextual relevance to a query, going beyond simple similarity matching. ...read more

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Artificial Intelligence

Artificial Intelligence

Last Updated: 04 November 2025

RAGAS (Retrieval-Augmented Generation Assessment Suite) is an open-source evaluation framework developed by Hugging Face to quantitatively assess the quality of RAG system...read more

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Artificial Intelligence

Artificial Intelligence

Text Splitter in LangChain

Last Updated: 04 November 2025

Working with large documents or unstructured text often creates challenges for language models, as they can only process limited text within their context window. To addre...read more

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Artificial Intelligence

Artificial Intelligence

Conversational RetrievalQA

Last Updated: 16 December 2025

Conversational RetrievalQA lets the LLM chat naturally while pulling facts from external documents. It remembers previous messages, handles follow-up questions and gives g...read more

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Artificial Intelligence

Artificial Intelligence

Custom Chains in langchain

Last Updated: 04 November 2025

In LangChain, chains act as step-by-step workflows that complete tasks in sequence. Each step can use an LLM to process or transform data and then interact with external t...read more

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Artificial Intelligence

Chunking Strategies

Last Updated: 07 May 2026

Chunking is the process of segmenting text into smaller, manageable portions based on length, structure or semantic meaning. It allows vector search to focus on precise in...read more

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Artificial Intelligence

Artificial Intelligence

Metadata Filtering in LangChain

Last Updated: 23 January 2026

Metadata filtering is a technique used in vector databases to refine and control search results based on structured attributes associated with documents. Instead of relyin...read more

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Artificial Intelligence

Artificial Intelligence

Semantic Document Search

Last Updated: 31 October 2025

Semantic search allows computers to understand the meaning behind user queries rather than relying only on exact keyword matching. Using FAISS (Facebook AI Similarity Sear...read more

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Artificial Intelligence

Last Updated: 16 December 2025

pgvectoris an open‑source PostgreSQL extension that brings native vector similarity search directly into the relational database. It allows you to store, index and query h...read more

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Artificial Intelligence

Last Updated: 16 December 2025

Milvus is an open-source vector database designed for managing and searching large-scale embedding data efficiently. It is widely used in AI, machine learning and semantic...read more

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Artificial Intelligence

Text Embeddings using Cohere

Last Updated: 30 October 2025

Text Embeddings using Cohere allow you to convert text into numerical vectors that capture meaning, context and semantic relationships between words or sentences. These em...read more

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Artificial Intelligence

LangChain Document Loaders

Last Updated: 06 November 2025

LangChain Document Loaders convert data from various formats such as CSV, PDF, HTML and JSON into standardized Document objects. These objects contain the raw content, met...read more

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Artificial Intelligence

Artificial Intelligence

Debugging And Testing LLMs in LangSmith

Last Updated: 04 November 2025

LangSmith is a platform designed to help developers debug, test and monitor large language model applications. It provides detailed visibility into how chains, agents and ...read more

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Artificial Intelligence

Building an AI Agent Using Google’s Agent Development Kit (ADK)

Last Updated: 28 October 2025

Google’s Agent Development Kit (ADK) is a useful framework for creating autonomous AI agents. Unlike simple chatbot frameworks, ADK allows developers to build agents that ...read more

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Artificial Intelligence

Artificial Intelligence

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