#Ollama

Local AI Code Completion in VS Code with Qwen2.5-Coder and Ollama

Wire Qwen2.5-Coder through Ollama and Continue for private, offline autocomplete and chat in VS Code.

Tutorial · 1w ago0

Demystifying the NVIDIA DGX Spark for API Developers

Transitioning from cloud APIs to local GPU hardware requires mastering unified memory architectures and physical thermal constraints.

Article · 1mo ago0

The Real Cost of Running SOTA LLMs Locally

Why brute-forcing frontier models onto local hardware fails, and how clever pipeline decomposition offers a sustainable path forward.

Article · 1mo ago4

Moving Off the Meter: The Reality of Self-Hosting Production LLMs

Swapping SaaS APIs for local hardware and free cloud tiers eliminates token fees but introduces a steep operational tax.

Article · 1mo ago2

Build a Multi-Agent Research Pipeline with CrewAI and Ollama

Assemble a three-agent CrewAI crew backed by a locally running Llama 3.1 model to autonomously produce structured, cited research reports — no OpenAI key required.

Tutorial · 1mo ago0

Stop Prompting Tiny LLMs: Fine-Tune Them Instead

Why sub-billion parameter models fail at zero-shot classification, and how Supervised Fine-Tuning turns them into production-grade local routers.

Article · 1mo ago0

Self-Host a Local LLM with Ollama: From Install to Production-Style API

Stand up open-weight models on your own hardware, call them over an HTTP API from real code, and learn how quantization and VRAM actually constrain what you can run.

Tutorial · 2mos ago0