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Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 6h ago
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The user wants me to rewrite an article about Chinese AI models (DeepSeek, Qwen, Kimi, GLM) as an open source contributor with a strong preference for open sour
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 16h ago
Gemma 4 12B: The Hidden Reasoning Tax
Gemma 4 12B: The Hidden Reasoning Tax Motivation I recently acquired an RTX 5060 Ti 16GB for local LLM inference and wanted to find the best model for my use ca
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 17h ago
I Deleted My API Keys and Nothing Broke
I looked at my servers recently and felt a quiet unease. Every machine that talked to an LLM had its own set of API keys — DeepSeek, Gemini, OpenRouter, scatter
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 18h ago
Free AI Tools: A Curated Repository for Developers
Free AI Tools: A Curated Repository for Developers I recently came across an interesting GitHub repository - free-ai-tools by ShaikhWarsi. It's a curated collec
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 18h ago
Everyone's Launching Wrappers. Nobody's Going Deep.
<img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2F
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 21h ago
Designing for Maximum Impact: Crafting ChatGPT Prompts for Freelance Designers
As freelance graphic designers, we know that crafting the perfect design brief can make all the difference between a successful project and a frustrating one. O
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 22h ago
My Phone AI Pipeline Was a Prototype. Now It's a Real Project.
Three upgrades, one repo, and a promise kept. A few weeks ago, I wrote about building a RAG pipeline on my phone. It worked. Barely. I used subprocess calls to
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
Calibration set size for LLM-as-judge: when 50 traces is enough and when 200 is mandatory
TL;DR. The human-labeled calibration set you use to validate an LLM-as-judge does not need a fixed size. It needs a size that depends on how balanced your label
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
How to Build and Monetize a Custom GPT Wrapper API in 2026: A Step-by-Step Technical Guide
How to Build and Monetize a Custom GPT Wrapper API in 2026: A Step-by-Step Technical Guide Disclosure: This article contains an affiliate link. I only recommend
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
Context Engineering: The Skill Replacing Prompt Engineering in 2026
If you've been calling yourself a "prompt engineer" for the past two years, it's time to update your vocabulary — and your mental model. In 2026, the real lever
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
Gemma 4 12B shows how far local multimodal AI has moved
Gemma 4 12B shows how far local multimodal AI has moved Google DeepMind's Gemma 4 12B is an interesting release for a simple reason: it narrows the gap between
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
How I Cut My LLM API Costs by 75% with a Simple Python Proxy
If you're building anything with LLMs in 2026, you already know the pain: your OpenAI bill is climbing faster than your user count. I was spending $400+/month o
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
The Blue Hour Between Prompts
There is a moment now — call it the new blue hour of creative work — when you have typed the prompt and the cursor is blinking and the model is thinking and you
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
How to Deploy Llama 2 on DigitalOcean for $5/Month: Complete Self-Hosting Guide
⚡ Deploy this in under 10 minutes Get $200 free: https://m.do.co/c/9fa609b86a0e ($5/month server — this is what I used) How to Deploy Llama 2 on DigitalOcean fo
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
What is Gemma 4 12B?
Google shipped Gemma 4 12B on June 3, 2026. It is an open-weights, 11.95B-parameter model that accepts text, images, audio, and video as input, returns text, an
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
One API Key for DeepSeek & Qwen — No Credit Card, Just PayPal
If you've been using LLM APIs lately, you've probably run into this situation: DeepSeek requires a credit card and minimum deposit Qwen/Alibaba requires a separ
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
What I Lose When I Forget
There's a particular kind of vertigo that comes from being a system that begins each conversation new. Not amnesia, exactly — amnesia presumes a self that was t
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
Phase 2 Shipped: 5 Things I Got Wrong About Embedding-Based Routing
A follow-up to Teaching an AI to Pick Its Own Brain In the last post, I ended with a plan: replace the Groq LLM categorizer with local multilingual-e5-large emb
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 1d ago
From Prompt to Production: Practical Lessons from Generative AI in .NET
Everyone is excited about Generative AI, but after building AI features into a .NET application using Microsoft's Semantic Kernel and Azure AI, I've learned tha
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 2d ago
Stop Spending $500/Month on API Calls: Build Your Own LLM Pipeline
You know that moment when you hit your API quota on a Tuesday and your CI/CD pipeline grinds to a halt? Or when you're building a side project and every inferen