Skillenai
In the AI Agents world of Retrieval-Augmented Generation (Agentic-RAG), one challenge that persists is how Agents chunk our source documents to optimize response accuracy and relevance. This blog series dives into how different chunking strategies — Fixed, Semantic, Agentic, and Recursive Chunking— impact the performance of Agentic RAG systems. Using Agno for creating agent and orchestration and […]
Burr – a stateful AI decision engine that allows developers to build structured, interactive AI workflows efficiently. In this article, we will: ✅ Explore Burr’s stateful AI workflow✅ Build an AI-powered chatbot using Burr✅ Deploy the chatbot with structured transitions and state updates✅ Compare Burr with other AI orchestration tools By the end, you’ll have […]
Use CrewAI to build a useful AI Agent with just a few lines of code. At the beginning of this year, I heard someone saying that 2025 was going to be the year of agentic AI when we would start using AI to perform tasks for us instead of only responding to prompts. But first […]
Building AI applications that truly deliver has been my obsession lately, and I’ve finally cracked something worth sharing. By creating a Kafka-MCP server and connecting it with our existing Qdrant-MCP server, we’ve transformed how our team handles communication and data retrieval. The real magic happened when we linked this setup to Claude for Desktop — suddenly our […]
Introduction As we grapple with the escalating climate crisis, the juxtaposition of artificial intelligence (AI) presents a compelling paradox. On one hand, training a single large language model (LLM) emits over 300 tons of CO₂, contributing to the very problem we seek to solve. Conversely, AI-driven energy grids hold the potential to reduce global emissions […]
Experience the latest Google open-source model on your laptop with Ollama, Docker, Open WebUI, and GPU acceleration for optimal performance. In this tutorial, we will learn to run Gemma 3 locally using Open WebUI, a user-friendly interface that simplifies deploying large language models on personal hardware. Open WebUI, alongside tools like Ollama, makes it possible […]
I wrote a post almost a year ago titled “AI Search Will Break the Internet.” Well, that day has come. AI search has officially broken the Internet. Some of the first quantitative analyses of referral traffic from AI search tools have been released, and the numbers confirm the fears. Tollbit State of the Bots Report […]
The recent launch of Perplexity’s Deep Research tool marks a pivotal moment in the evolution of AI-driven research platforms, positioning itself as a direct competitor to established offerings from OpenAI and Google Gemini. By combining rapid processing speeds, cost-effective pricing, and advanced autonomous research capabilities, Perplexity’s solution addresses critical gaps in enterprise and casual research […]
The integration of multimodal capabilities into large language models (LLMs) represents a paradigm shift in artificial intelligence, fundamentally altering the trajectory of natural language processing (NLP). By combining textual understanding with visual, auditory, and sensory data processing, multimodal LLMs such as GPT-4, Google Gemini, and specialized architectures like Lava have transcended the limitations of traditional […]
Generative AI (GenAI) is set to fundamentally alter the landscape of data science, software development, and startups in 2025. There are 3 overarching themes that drive all these changes. As we step into 2025, businesses must rethink strategies, adapt to new tools, and seize opportunities to innovate. In this article, we explore how GenAI in […]