Introduction: Context windows are limited and tokens are expensive. Long prompts with extensive context, examples, or retrieved documents quickly hit limits and drive up costs. Prompt compression techniques reduce token count while preserving the information LLMs need to generate quality responses. This guide covers practical compression strategies: token pruning to remove low-information tokens, extractive summarization […]
Read more →Search Results for: name
Global Office 365 Developer Bootcamp–Letterkenny-Nov’10 2018–Register Now
We have got the opportunity to host Global Office 365 Developer Bootcamp in Letterkenny as part of Letterkenny DotNet Azure User Group (LK-MUG). Global Office 365 Developer Bootcamp – Overview? Following the success of last year, Global Office 365 Developer Bootcamp now becomes an annual event. It is a free, one-day, hands-on training event led […]
Read more →Azure Cosmos DB–Multi Master
During the Ignite 2018, Microsoft has announced the general availability of Multi-Master feature being introduced to Azure Cosmos DB to provide more control into data redundancy and elastic scalability for your data from different regions with multiple writes and read instances. What is Multi-Master essentially? Multi-master is a capability that provided as part of Cosmos […]
Read more →Azure Cosmos DB–Setting Up New Database using Azure CLI–Sample
Purpose of this article is to help you with few steps of commands to provision a new Azure Cosmos DB database instance through Azure CLI or Azure Cloud Shell. Here is the snippet: <# This Bash script should help you create a Azure Cosmos DB instance using Azure CLI with bare minimal configuration #> export […]
Read more →Document Chunking Strategies: Optimizing RAG Retrieval Quality
Introduction: RAG systems live or die by their chunking strategy. Chunk too large and you waste context window space with irrelevant content. Chunk too small and you lose semantic coherence, making it hard for the LLM to understand context. The right chunking strategy depends on your document types, query patterns, and retrieval approach. This guide […]
Read more →Getting Started with Azure CLI 2.0
Older days we used to manage azure resources through AzureRM PowerShell modules . This was very much flexible for any Azure Administrator or Developers to run Automated Deployments to Azure Resource Manager resources. Azure CLI is the next improved version with simplified cmdlets to make life easier and it is cross-platform. You can use Azure […]
Read more →