▶ Videos →

📰 Dev.to · QuantaMind

5 articles · Updated every 3 hours · View all reads

All Articles 175,403 Blog Posts 163,943 Tech Tutorials 46,732 Research Papers 34,377 News 22,106 ⚡ AI Lessons

Agentic tool-use eval on a local 35B (Q8): trap-tool avoidance is solid, but I can't tell if my failures are the model or my harness

Dev.to · QuantaMind 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago

Agentic tool-use eval on a local 35B (Q8): trap-tool avoidance is solid, but I can't tell if my failures are the model or my harness

I've been running a small agentic eval harness against a local model and I'd like a sanity check on...

The Quantization Audit: Why Leaderboard Scores Lie About Local Agent Capabilities

Dev.to · QuantaMind 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago

The Quantization Audit: Why Leaderboard Scores Lie About Local Agent Capabilities

There is a dangerous trap in the local AI world: picking the smallest quantization that fits into...

Block the Merge if the Model Isn't Ready": Shifting Local AI Evaluations Left with CI Gates

Dev.to · QuantaMind 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago

Block the Merge if the Model Isn't Ready": Shifting Local AI Evaluations Left with CI Gates

We’ve all heard "it works on my machine," but when it comes to AI-driven features, that phrase is a...

Week 1 of building Quantamind: Ditching Electron for Rust & Tauri 🦀

Dev.to · QuantaMind 📰 AI News & Updates ⚡ AI Lesson 3mo ago

Week 1 of building Quantamind: Ditching Electron for Rust & Tauri 🦀

Hey everyone! This week I officially started building Quantamind in public. If you haven't seen my...

I got tired of copy-pasting to Ollama, so I built a "Postman" for Local LLMs

Dev.to · QuantaMind 🧠 Large Language Models ⚡ AI Lesson 3mo ago

I got tired of copy-pasting to Ollama, so I built a "Postman" for Local LLMs

Hey DEV community! 👋 If you're building with local AI models in 2026, you've probably noticed a...