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  • All entries123,303
  • Agents10,352
  • Applications7,013
  • Companies3
  • Concepts7
  • Hardware2,702
  • Industry6,776
  • Local Ai6,847
  • Model Releases35,469
  • Research28,731
  • Safety18,972
  • Syntheses30
  • Tools1,775
  • Tutorials4,626

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Knowledge catalogue

Search: “r-ollama”

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749 results
24 Jul 2026

Is everyone training a single model together, based on the principle of the Tor network?

Local AiDGX agent

I just had a thought while scrolling. No idea if this already exists. What if users trained an AI model together—a bit like the Tor network or Bitcoin mining back in the day? - Participants download a

No sé nada de Ollama, ni programación ni idea, pero estoy creando un agente evolutivo

Local AiDGX agent

Con ayuda de ChatGPT y con el modelo de Ollama, Qwen3:14b estoy creando un agente que corre local y tiene la iniciativa para pensar, investigar, aprender, generar propuestas y esperar mi autorización

Open Source Tax Engine outperforming fable 5 and gpt sol

Model ReleasesDGX agent

This is an open source and free tax engine which scored 96% on TaxCalcBench [highest ever recorded score till date] surpassing fable 5 and sol with just sonnet 5. The only 2 cases where it missed, it

Human
DGX agent

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Optimizing an Ollama (Qwen:2.5) AI Agent: Fixing Search Aggregation, Context Bleed, and Query Extraction

Model ReleasesDGX agent

I am building a domain-specific AI agent powered by Ollama (using the qwen:2.5 model). For data retrieval, the agent utilizes multiple search APIs: DuckDuckGo Search (DDGS), Tavily, Serper, and Google

Quick Demo of the new Auto-Control feature in my Open-Source App that monitors stuff on your screen using local LLMs, so you don't have to :))

Local AiDGX agent

TLDR: This is a demo of my open-source app which now auto-controls itself so you can monitor your downloads, renders, progress bars, or whatever's on your screen and camera :) Hey r/ollama !! I'm deve

What I learned using Ollama on a real Paperless archive: model choice was not the main problem

Local AiDGX agent

I maintain Tagvico, an open-source companion for Paperless-ngx. I added Ollama because document text is exactly the kind of data many people do not want to send to a hosted model. The surprising failu

which model to use on local 24gb mac mini M4 pro

Local AiDGX agent

So, i have been building some apps that should run on the local every user system, tried gemma4 although its fast and great at reasoning its not as good in instructions following and tool calling. tri

23 Jul 2026

A local-first harness for multi-agent workflows

Local AiDGX agent

Hey all, I’ve been working on this in my spare time and finally feel ready to share it outside my own circles. Arbiter is a single binary for running agents locally. I originally built it because I wa

blank square in ollama local ai app

Local AiDGX agent

I have this android smartwatch that has plenty of storage and ram and I wanna try to run some local ai on it, but shortly after opening the app there is this blank square blocking me from doing anythi

Built a local RAG app that answers questions from your own PDFs, fully offline

Local AiDGX agent

Been wanting to build this for a while, finally sat down and did it. It's a Flask app where you upload a PDF, it chunks and embeds it, and then you can ask questions and get answers pulled only from t

I built an open-source RAG chatbot starter that runs fully locally with Ollama (FastAPI + ChromaDB)

Model ReleasesDGX agent

I kept re-wiring the same RAG plumbing on every project, so I turned it into a clean starter and open-sourced it. Upload a PDF, ask questions, and get answers with page-level source citations. It runs

I run GLM-4.5-Air (110B) on 16Gb ram consumer machine and Qwen3-30B at 20 tok/s

Local AiDGX agent

In the past few months I’ve experimenting heavily and tortured my old 2016 Desktop PC to run the biggest Local LLM I can fit. I documented the whole process and research and I’ve published a repositor

Interesting reasoning by phi4-mini-reasoning

Local AiDGX agent

https://preview.redd.it/joxxvyzhf1fh1.png?width=2386&format=png&auto=webp&s=a55c09d11eb080b83d3b66b59013a09118913c9d Freshly installed, just asked it 'who are you'. Why does this happen? 😄 submitted b

Ollama on CPU for domain ChatGPT

Local AiDGX agent

I am creating a problem in silo wherein there is a custom flavor of centos which our team develops and has debug strings. I have vcenter server where we make machines for QA. There, got a 50 core vcpu

Sudo authentication fails when trying to access local models folder on Fedora

Local AiDGX agent

When trying to access the models folder on /usr/share/ollama, I'm asked to authenticate as sudo, which weirdly enough, fails. I type my password, which I'm sure is correct since I use it several time

What frustrates you about the interfaces you use with Ollama?

Local AiDGX agent

What interface do you use, and what’s the most frustrating part of using it? Specific examples would be especially helpful. I’m working on an Ollama interface and want to understand which real problem

22 Jul 2026

browser-search v2.0 — From the balaclava to the badge: your agent now browses everywhere

Model ReleasesDGX agent

Today an AI agent trying to browse the web is like a thief in a balaclava sneaking around a police academy. Site protections block it, challenge it, turn it away. browser-search flips the script: your

GLM 5.2 via OpenRouter/OpenCode

Local AiDGX agent

Guys, this is my current opencode.jsonc ``` { '$schema': 'https://opencode.ai/config.json', // Start in plan mode 'default_agent': 'plan', // Use OpenRouter as the provider for GLM 5.2 'model': 'openr

How to configure a custom OpenAI-compatible API in Cursor?

Local AiDGX agent

Hi everyone, I have access to a self-hosted (or third-party) LLM that exposes an OpenAI-compatible API. I have both the API URL and an API token, and the provider states that it's fully compatible wit

NuExtract3 is now available on Ollama: 4B VLM for document-to-Markdown and structured JSON extraction

Model ReleasesDGX agent

Disclosure: I work at NuMind, the team that trained NuExtract3. NuExtract3 is an Apache-2.0, open-weight 4B VLM based on Qwen3.5-4B. It is specialized for document understanding rather than general ch

OpenCode + Ollama + MCP

Local AiDGX agent

I installed OpenCode and an Ollama model (qwen3.5) sucessfully connected the model respond in OpenCode but doesn't find My MCP server, i Made one using fastMCP other models like bigPickle and openai m

Stuck scaling a Next.js app on M3 Pro (36GB) using local Qwen 3.6 + VS Code Copilot. Should I switch extensions or go paid?

Model ReleasesDGX agent

Hey everyone, I’m a Full-Stack Developer with 6+ years of experience. I’m relatively new to AI-assisted development workflows and want to build a production-ready, enterprise-level Next.js web applica

21 Jul 2026

I just wanted a small WebUI with an admin panel… it escalated into a full open-source agent framework runs fully local with Ollama

Local AiDGX agent

Let me try to explain this clearly, simply, and neatly. Originally, I just wanted to build a small WebUI adapter with an admin panel, but things escalated over the last few months. At first, I faced t

Ollama Cloud Max vs. z.ai GLM Max Coding Plan

Local AiDGX agent

I've been considering Ollama's Cloud Max plan to replace my GLM Max plan but couldn't find good documentation on how their limits actually translate into GLM 5.2 usage. I know it's by GPU time but tha

Row-Bot v4.5.0 is live.

Local AiDGX agent

This release introduces native Computer Use for Windows and macOS, allowing Row-Bot to interact with desktop applications while keeping the user firmly in control. Computer Use is opt-in and protected

Using Ollama as a server

Model ReleasesDGX agent

I am currently running Qwen3.6-30B in Ollama, through Cline to use as an agent in VSCode. Qwen's skill in coding is not in question, but the performance in VSCode is slow and inaccurate and times out

20 Jul 2026

What are the current best local models to run on 48GB VRAM?

Local AiDGX agent

I have a 48GB M5 Pro and have far too many development projects going that just don't need the power of Anthropic to churn through so have started looking into running local models and while it certai

22 Jun 2026

Built a local codebase memory for agentic IDEs using Ollama + ChromaDB; zero cloud required

Local AiDGX agent

A developer created a local codebase memory system for agentic integrated development environments (IDEs) using Ollama and ChromaDB, enabling AI-assisted coding without reliance on cloud services. The

21 Jun 2026

OpenCodeRAG - RAG for OpenCode via locally hosted models

Local AiDGX agent

OpenCodeRAG is a local embedding service using FastAPI and SentenceTransformer, paired with a Node.js plugin that integrates RAG tools with Qdrant vector database via YAML configuration. It provides a

Your data changes and your multi-hop RAG goes stale? This one updates with embed-and-append -> open-weights Llama-3.3-70B, your own vLLM endpoint, no graph rebuild

Model ReleasesDGX agent

This post discusses a solution for keeping multi-hop retrieval-augmented generation (RAG) systems updated when data changes, using an embed-and-append approach with the open-weights Llama-3.3-70B mode

11 Jun 2026

I built a 100% local, CPU-only voice loop for Ollama — talk to your models hands-free (Silero VAD + Parakeet STT + Supertonic TTS 3)

Local AiDGX agent

A developer created a fully local, CPU-based voice interface for Ollama that enables hands-free conversation with AI models by combining three open-source components: Silero VAD (voice activity detect

Running Gemma 4 QAT 12B on an 8GB GPU at 16k context — measured the KV-cache tradeoffs

Model ReleasesDGX agent

This post discusses running Google's Gemma 4 QAT (Quantized Aware Training) 12B model on a GPU with 8GB of memory while maintaining a 16k token context window. The author likely shares performance ben

10 Jun 2026

Demo: Turn Research Into a Client-Ready Report with Row-Bot

Local AiDGX agent

Row-Bot is a local-first desktop AI assistant that orchestrates tools and models to handle reasoning and workflows while keeping data local. The demo likely showcases how Row-Bot's integrated tools, k

How can you just wipe past chat instances in Ollama?

Local AiDGX agent

Users can delete chat instances in Ollama's GUI by right-clicking and deleting each chat individually, though there is a feature request for a 'Select All' option to delete multiple chats at once. Alt

I took Andrej Karpathy's LLM Council concept to the next level (Docker, MCP, Skill, Search, local (Ollama)/cloud model support and much more)

Local AiDGX agent

A developer expanded on Andrej Karpathy's LLM Council concept by implementing an enhanced system with Docker containerization, Model Context Protocol (MCP) integration, skill modules, web search capab

MTP doubled my generation, but at 64k context it cuts total latency by only ~3%. Measured the prefill wall on a 3090.

Local AiDGX agent

MTP (Multi-Token Prediction) doubled generation speed but provided only ~3% total latency reduction at 64k context length on an RTX 3090 GPU. The limited overall benefit at large context sizes suggest

Nanocoder hit 2,000 GitHub stars 🌟

Local AiDGX agent

Nanocoder is an open coding agent for the terminal built by a community collective rather than a company. It allows users to bring their own model, keep code on their machine, and owe nothing to anyon

Ugh, I’m completely lost. I can’t get VS Code on Windows to connect to Ollama, it’s installed on a local Ubuntu server and I’m struggling to configure it.

Local AiDGX agent

This post discusses troubleshooting steps for connecting Visual Studio Code running on Windows to an Ollama instance installed on a local Ubuntu server, addressing configuration and connectivity issue

9 Jun 2026

How to use Row-Bot to turn unread emails into a daily action plan

TutorialsDGX agent

Row-Bot is a local-first desktop AI assistant that can check emails and integrate multiple tools in a single conversation turn . The application includes integrated tools, a personal knowledge graph,

I built a Windows GUI launcher to benchmark and manage multiple llama.cpp builds (useful for AMD GPU users juggling Vulkan/ROCm/HIP builds)

Model ReleasesDGX agent

A developer created a Windows GUI tool for managing and benchmarking different llama.cpp builds, addressing the needs of AMD GPU users who work with multiple compute backends like Vulkan, ROCm, and HI

Major update: my Ollama coding assistant now has a full autonomous agent + biggest release yet + qwen2.5-coder:7b

Local AiDGX agent

A user announced a major update to their Ollama coding assistant featuring Cline, an autonomous coding agent that operates within IDEs and can create, edit files, execute commands, and interact with t

why does ollama unloads models automatically?

Local AiDGX agent

Ollama automatically unloads inactive models from memory based on inactivity parameters, with models being removed after a specified duration of non-use . By default, Ollama unloads a model after 5 mi

8 Jun 2026

Hi everyone, I'm building a local AI agent with Ollama and exploring dynamic PDF extraction. Since Ollama can't directly process PDFs, I'm extracting text and passing it via prompts. Should I use PDFPlumber, a vector database (RAG), or another approach for accurate document understanding? Guide me !

Local AiDGX agent

User seeks guidance on PDF processing methods for local AI agents built with Ollama, comparing approaches like PDFPlumber extraction, vector database RAG systems, and alternative techniques for accura

7 Jun 2026

Need guidance setting up Local AI, Agents, MCP & RAG on an all-AMD Linux rig (7900 XTX / CachyOS)

Local AiDGX agent

This post seeks guidance on configuring local AI infrastructure on an AMD-based Linux system (7900 XTX GPU with CachyOS), specifically covering the setup of large language models via Ollama, AI agents

Tired of bloated UIs for Ollama? Built a minimal IDE that infers your hardware and just works

Local AiDGX agent

A developer created a minimal IDE for Ollama that automatically detects hardware capabilities and provides a streamlined user interface without unnecessary complexity. The tool aims to simplify the us

6 Jun 2026

Built a fully-local paper-RAG across 2× 1080 Ti + a 3090. Three Ollama gotchas that each cost me a day.

Local AiDGX agent

A developer documented their experience building a fully-local paper Retrieval-Augmented Generation (RAG) system using two NVIDIA GTX 1080 Ti GPUs and one RTX 3090, sharing three significant challenge

I built a small Windows tool to monitor and manage Ollama more easily

Local AiDGX agent

A tiny Windows system tray tool that monitors local Ollama runtime with quick visual feedback about status, resource usage, and models . The app uses color-coded tray icons for quick status checks and

Mac mini M4 vs Pc with Nvidia 5060 8gb for ai workloads?

HardwareDGX agent

The Mac mini M4 uses unified memory architecture where CPU and GPU share a single 24GB memory pool, while the RTX 5060 has dedicated VRAM. Mac mini M4 is preferred for large model inference (70B param

5 Jun 2026

Need advice on building/training an AI Agent for fully automated blog generation

AgentsDGX agent

A discussion on building an AI-powered article generator using CrewAI and Ollama with specialized AI agents for research and writing to generate comprehensive articles on any topic. The solution runs

Question from a beginner.

TutorialsDGX agent

I don't have the ability to access or retrieve the content of specific Reddit posts from URLs. To write an accurate summary for your knowledge base, I would need you to either: 1. Share the text conte

What are the most capable LLM models I can run on my laptop?

Local AiDGX agent

A discussion on r/ollama exploring which high-performance LLM models can be effectively run locally on standard laptop hardware , likely covering model size comparisons, hardware requirements, and per

4 Jun 2026

Where's gemma4:12b?

Local AiDGX agent

Gemma 4 12B is the first medium-sized, encoder-free multimodal model capable of natively ingesting audio and video , recently released by Google. The model is available on Ollama with 11.7M downloads

3 Jun 2026

MiMo v2.5 (pro) availability

Local AiDGX agent

MiMo-V2.5-Pro is a model available on Hugging Face that was requested to be added to Ollama's cloud models in May 2026. The discussion on r/ollama likely covers the availability status of this Xiaomi-

Nanocoder 1.27.0 - skills, daemon + more 🔥

Local AiDGX agent

Nanocoder 1.27.0 is an agentic coding tool available in your terminal that runs on any AI model you choose, whether local models via Ollama or cloud providers like OpenAI and Anthropic. This release i

Qwen3.6-35B-A3B on 2× GTX 1080 Ti with Ollama: ~20 tok/s + 3 gotchas (driver 570+, cuda_v12 for Pascal, quant fit on 22GB)

Local AiDGX agent

This post documents running the Qwen3.6-35B-A3B language model on dual GTX 1080 Ti GPUs using Ollama, achieving approximately 20 tokens per second. The author highlights three critical configuration r

What's the most unhinged thing you've used an uncensored Ollama model for? Also... what are the best uncensored models right now?

Local AiDGX agent

This Reddit discussion from r/ollama explores user experiences with uncensored Ollama language models, featuring anecdotal accounts of unusual or extreme use cases and recommendations for popular unce

2 Jun 2026

How to add specific knowledge to an ollama model?

Local AiDGX agent

Adds knowledge to Ollama models using Retrieval-Augmented Generation (RAG) , where users create a knowledge base directory with reference files like PDFs, text files, or CSVs . A custom model can be c

Ollama can't list this C# game script, because it might cause destruction.

Local AiDGX agent

A Reddit post discussing an issue where Ollama (an AI model tool) refuses to process or list a C# game script due to safety concerns about potential destructive code. The post likely explores the limi

1 Jun 2026

How is Ollama Cloud currently?

Local AiDGX agent

Ollama Cloud enables running large language models without a powerful GPU by offloading them to Ollama's cloud service . However, recent reports document significant reliability issues, including freq

MiniMax M3 launched!

Local AiDGX agent

MiniMax M3 launched on June 1, 2026 as the first open-weights model to combine frontier coding, a 1-million-token context window, and native multimodality. The model achieves top-tier performance on c

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