From Messy WhatsApp Chits to GST Invoices in 15s — Local AI with Ollama & Qwen 2.5

The best local LLM for coding by VRAM bracket: Qwen3 Coder vs DeepSeek at 8, 12, 16 and 24 GB, the right quant per card, plus a runnable Ollama setup.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Oktoberfest?...

Run open-weight LLMs on EU servers and remove the hardest GDPR questions. A working Docker + Ollama setup plus a 10-point compliance checklist for developers.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Battle-tested comparison of Magnitude's auto-tuning kernel approach against Ollama's static compilation for on-device LLM inference across M2, RTX 4090, and CPU.

What if you could have an AI coding agent that reads your files, writes code, executes commands, and...

A private, mobile-first gardening companion for Hacktoberfest 2026 Touch Grass. Powered by Google Gemma open weights, Mastra agent harness, and Ollama local runtime.

A Qwen3.5-4B LoRA trained on Tinker reads all 627 live National Park Service alerts, is graded against the rangers' own labels, and prints one go/no-go trail card a week. Then it stops talking.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

Qwen3.8-27B, 600 steps, 12 reward channels: CISPO, REPO-R and prompt filtering lifted holdout from −0.47 to +1.80, and an advantage floor silently zeroed 96% of the signal.