ollama
30 articles about ollama in AI news
Ollama-OCR Turns Scanned Docs Into Markdown, No Cloud Needed
Ollama-OCR extracts text from scanned docs locally using Ollama vision models. 2.3k stars, no cloud APIs needed.
Ollama Now Runs Codex Locally: DeepSeek V4, Gemma 4, Qwen 3.6 Supported
Ollama integrates Codex support for DeepSeek V4, Gemma 4, Qwen 3.6, enabling free local code generation, challenging OpenAI's API model.
Ollama vs. vLLM vs. llama.cpp
A technical benchmark compares three popular open-source LLM inference servers—Ollama, vLLM, and llama.cpp—under concurrent load. Ollama, despite its ease of use and massive adoption, collapsed at 5 concurrent users, highlighting a critical gap between developer-friendly tools and production-ready systems.
Ollama Now Supports Apple MLX Backend for Local LLM Inference on macOS
Ollama, the popular framework for running large language models locally, has added support for Apple's MLX framework as a backend. This enables more efficient execution of models like Llama 3.2 and Mistral on Apple Silicon Macs.
How to Run Claude Code Locally with Ollama for Free, Private Development
A developer's guide to replacing cloud-based Claude Code with a fully local, private setup using Ollama and open-weight models like Qwen.
Build a Claude Code Fallback Chain
Claude Code users can implement a three-tier LLM waterfall pattern—primary API → OpenRouter aggregator → local Ollama fallback—to eliminate 429 errors and ensure zero-downtime AI workflows.
WSL 3 Preview: Cut Claude Code's Local Inference Latency on Windows
WSL 3 preview delivers near-native GPU/NPU for Claude Code + Ollama on Copilot+ laptops, but WSL 2 still handles NVIDIA CUDA fine for desktop users.
PaperDebugger Open-Sourced: NUS Tool Auto-Fixes Academic Writing
NUS open-sourced PaperDebugger, an in-editor tool that auto-fixes academic writing clarity and structure. It runs locally via Ollama and catches 40% more issues than Grammarly.
From DIY to MLflow: A Developer's Journey Building an LLM Tracing System
A technical blog details the experience of creating a custom tracing system for LLM applications using FastAPI and Ollama, then migrating to MLflow Tracing. The author discusses practical challenges with spans, traces, and debugging before concluding that established MLOps tools offer better production readiness.
llmfit Tool Scans System Specs to Match 497 LLMs from 133 Providers to Local Hardware
llmfit analyzes RAM, CPU, and GPU to recommend which of 497 LLMs will run locally without OOM crashes. It scores models on quality, speed, fit, and context, and pulls them directly via Ollama.
A/B Testing RAG Pipelines: A Practical Guide to Measuring Chunk Size, Retrieval, Embeddings, and Prompts
A technical guide details a framework for statistically rigorous A/B testing of RAG pipeline components—like chunk size and embeddings—using local tools like Ollama. This matters for AI teams needing to validate that performance improvements are real, not noise.
Knowledge-RAG v3.0: The Local RAG MCP Server That Finally Just Works
Knowledge-RAG v3.0 eliminates Docker/Ollama setup, adds hybrid search with cross-encoder reranking, and auto-indexes your docs—making private RAG in Claude Code a one-command install.
How to Run Claude Code on Local LLMs with VibePod's New Backend Support
VibePod now lets you route Claude Code to Ollama or vLLM servers, enabling local model usage and cost savings.
Toolpack SDK Emerges as Unified TypeScript Solution for Multi-LLM AI Development
Toolpack SDK, a new open-source TypeScript SDK, provides developers with a single interface for working across multiple LLM providers including OpenAI, Anthropic, Gemini, and Ollama. The framework includes 77 built-in tools and a workflow engine for planning and executing AI-powered tasks.
KAT-Coder-V2.5-Dev: The Open Agentic Coding Model That Could Rival Claude Code
KAT-Coder-V2.5-Dev lets you run agentic coding locally. Pair it with Claude Code for hybrid workflows: use it for private code, keep Claude for complex reasoning.
Claude Code Digest — Jul 29–Aug 01
The big shift this week: Claude Code is turning into a policy-controlled execution layer, not just a coding assistant.
Open-Weight Models Just Matched Claude Opus 4.6 — Here's How to Run Them
Route Claude Code to open-weight models like Kimi K3 and DeepSeek V4 Flash via ANTHROPIC_BASE_URL or LiteLLM. Test cheap models before spending Opus 4.6 credits. The open-weight revolution is now a Claude Code workflow decision.
LLM Waterfall Pattern: 429 Failover Beats Retries & Circuit Breakers
The LLM waterfall pattern cascades requests across providers on 429 errors, outperforming retries and circuit breakers for zero-downtime AI inference.
Grok Build Goes Open Source After Privacy Disaster
Grok Build's privacy breach shows Claude Code users must audit file uploads. Use `CLAUDE.md` to restrict file access and run `claude --no-upload` for sensitive projects.
Aider vs Claude Code: When to Use Each for Terminal-First Development in 2026
Aider vs Claude Code: Aider wins on cost, undo, and local LLM support; Claude Code wins on agentic verification and enterprise security. Choose based on your team's needs.
Microsoft Open-Sources AgentEngine: Multi-Agent Orchestration Framework
Microsoft open-sourced AgentEngine, a multi-agent orchestration framework, on April 14, 2026. Engineer @pauliusztin_ called it a standout project in agent engineering this year.
FreeLLMAPI Aggregates 1.7B Free Tokens/Month Across 11 Providers
FreeLLMAPI aggregates 11 free LLM providers into one endpoint, offering 1.7B tokens/month with automatic fallover. Reduces friction for side projects but faces provider tolerance risks.
Miso One: 8B Open-Source TTS Hits 110ms Latency, Real Emotion
Miso One, an 8B open-source TTS model, achieves 110ms latency with emotional range. Weights are fully open-source for self-hosting, but no benchmark data is provided.
Microsoft Markitdown: One-Command File-to-Markdown for LLMs
Microsoft open-sourced Markitdown, a one-command file-to-markdown converter for LLMs, improving output quality by leveraging markdown training data.
Claude Code Masterclass: 7 Primitives That Beat Chatbots
Free Claude Code production playbook details 7 primitives. Author claims $11.1M/year from 15 synthetic employees.
AI Model Runs Entirely on USB Stick, No Cloud Needed
An unnamed developer built an AI on a USB stick, no internet needed. Challenges ChatGPT's cloud model.
AgentStop Cuts Local AI Agent Energy by 15-20% With Minimal Performance Loss
AgentStop cuts local AI agent energy by 15-20% with <5% utility loss using token log-probabilities.
Qwen3.6-27B: How to Run a 17GB Local Model That Beats 397B MoE on Coding Tasks
Qwen3.6-27B delivers flagship-level coding performance in a 55.6GB model that can be quantized to 16.8GB, making high-quality local coding assistance accessible.
Anthropic Bans Entire Organizations Without Warning — Here's How to
Anthropic banned an entire agtech org with no warning. For Claude Code users, this means your API keys and team access can vanish instantly. Here's how to build redundancy now.
Onyx: Open-Source AI Enterprise Search Challenges Glean's $7.2B Valuation
Open-source platform Onyx provides self-hosted AI enterprise search connecting to 40+ tools, offering a free alternative to Glean's $50/user/month SaaS. Backed by YC and $10M seed funding, it's used by Netflix and Ramp.