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Using Qwen2.5-vl with Ollama vs Qwen3-vl

When using the qwen3-vl model upi cam ise vsion, tools and thinking,. however if you are getting a webUI registry.ollama.ai/library/qwen2.5vl:32b does not support tools with quwen2..5vl:32b That error is Ollama rejecting the request because the model actually being called is qwen2.5vl:32b, not qwen3-vl. Official qwen2.5vl has no tools template, so any WebUI feature that injects tools (web search, built-in tools,

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Embedding Architectures for Agents and LLM Integration

When you have a large fire storage with,: PDF, Movies in MOV, MP4, audio, music, podcasts, DOCX, Excel, all are located in a drive. And you want to take advantage of AI, you need to create a database of embeddings or vectros: .First, you I need to build a system to index them to be searchable Second, you may want

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Model Context Protocol for Youtube

I added a Model Context Protocol (MCP) module that can be integrated to your Claude Code, or any LLM. MCPs integrate experiences and content with Large Language Models, any model that you can run and execute is compative with the MCP specification. In my case I am using Llama.cpp running a model in a dual spark DGX system, the models

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The Future of Connectivity – MWC 2026

Introduction The event showcases how the physical world of radio towers is rapidly turning into a computerized, software-defined ecosystem. The focus is on implementing AI to optimize everything from automotive design to network maintenance. Key Highlights & Timeline Red Hat Linux & Autonomous Networks (4:15–11:46) Red Hat presents its OpenShift platform for running Generative AI workloads and Anible for automating

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Grok3 Review & Hallucinations – Bugs

Grok3 review stated by simply asking Grok about myself using the flooring question: “Who is Dr. Edwin A. Hernandez,”   The User Interface shows “deep search” widget and a text window appears to connect to several sites, and correctly searches my webpage at “edwinhernandez.com,”  followed by a reasoning screen generating several statements that appeared to be accurate..  First,  Grok3 combines,

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