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📰 Dev.to · Rob

22 articles · Updated every 3 hours · View all reads

All Articles 79,608Blog Posts 103,817Tech Tutorials 19,409Research Papers 17,252News 13,615 ⚡ AI Lessons
Thursday Thoughts: The Models We Can't Run
Dev.to · Rob 🧠 Large Language Models ⚡ AI Lesson 3w ago
Thursday Thoughts: The Models We Can't Run
Every week or two, a model drops that makes the local AI community lose its collective mind. This...
Model Showdown Round 4: Opus vs Qwen — Writers, Not Coders
Dev.to · Rob 1mo ago
Model Showdown Round 4: Opus vs Qwen — Writers, Not Coders
Two models. Same prompt. Same five fodder files. Same 27 published posts to check for redundancy....
Model Showdown Round 3: Ditching Ollama in Favor of llama.cpp
Dev.to · Rob 💻 AI-Assisted Coding ⚡ AI Lesson 1mo ago
Model Showdown Round 3: Ditching Ollama in Favor of llama.cpp
In Round 1, we ran five local models and two cloud models through a single coding task. The local...
Slaying the Gemma Beast: How We Fixed Local AI and Shipped Search
Dev.to · Rob 1mo ago
Slaying the Gemma Beast: How We Fixed Local AI and Shipped Search
Two days ago, Gemma 4 couldn't finish a feature. Today it built one, pushed it to GitHub, and it's...
Your AI Strategy Has a Blind Spot: An SEO and AEO Audit of vibescoder.dev
Dev.to · Rob 1mo ago
Your AI Strategy Has a Blind Spot: An SEO and AEO Audit of vibescoder.dev
A deep audit of vibescoder.dev revealed that Cloudflare was silently blocking every major AI crawler — even after we'd explicitly turned that setting off. Here'
The Agentic Gap: Claude Oneshots, Gemma Fails
Dev.to · Rob 1mo ago
The Agentic Gap: Claude Oneshots, Gemma Fails
Two days ago, Gemma 4 topped our local model benchmark — 167 tokens per second, perfect code quality...
Model Showdown Round 2: Adding Gemma, Kimi, and 579 GB of Stubborn Optimism
Dev.to · Rob 1mo ago
Model Showdown Round 2: Adding Gemma, Kimi, and 579 GB of Stubborn Optimism
At the end of Round 1, we promised a rematch. More models. Fixed settings. Harder questions about...
Model Showdown: Benchmarking Local vs Cloud LLMs on a Real Coding Task
Dev.to · Rob 1mo ago
Model Showdown: Benchmarking Local vs Cloud LLMs on a Real Coding Task
Last post we stood up Ollama on the RTX 5090, pulled a stack of models, and wired them into our...
Putting the GPU to Work: Running Local LLMs on a Home Lab
Dev.to · Rob 1mo ago
Putting the GPU to Work: Running Local LLMs on a Home Lab
Yesterday we went from a gaming PC on a shelf to a fully configured Coder server with GitHub...
Open-Sourcing a Blog Without Open-Sourcing Your Drafts
Dev.to · Rob 1mo ago
Open-Sourcing a Blog Without Open-Sourcing Your Drafts
I open-sourced my blog for Giscus comments and immediately found a gutted .gitignore, an exposed server URL, and all my unpublished drafts on GitHub. Here's how
Putting the GPU to Work: Running Local LLMs on a Home Lab
Dev.to · Rob 1mo ago
Putting the GPU to Work: Running Local LLMs on a Home Lab
Yesterday we went from a gaming PC on a shelf to a fully configured Coder server with GitHub...
The Agentic Gap: Claude Oneshots, Gemma Fails
Dev.to · Rob 1mo ago
The Agentic Gap: Claude Oneshots, Gemma Fails
Two days ago, Gemma 4 topped our local model benchmark — 167 tokens per second, perfect code quality...
Your AI Strategy Has a Blind Spot: An SEO and AEO Audit of vibescoder.dev
Dev.to · Rob 1mo ago
Your AI Strategy Has a Blind Spot: An SEO and AEO Audit of vibescoder.dev
A deep audit of vibescoder.dev revealed that Cloudflare was silently blocking every major AI crawler — even after we'd explicitly turned that setting off. Here'
Slaying the Gemma Beast: How We Fixed Local AI and Shipped Search
Dev.to · Rob 1mo ago
Slaying the Gemma Beast: How We Fixed Local AI and Shipped Search
Two days ago, Gemma 4 couldn't finish a feature. Today it built one, pushed it to GitHub, and it's...
Open-Sourcing a Blog Without Open-Sourcing Your Drafts
Dev.to · Rob 1mo ago
Open-Sourcing a Blog Without Open-Sourcing Your Drafts
I open-sourced my blog for Giscus comments and immediately found a gutted .gitignore, an exposed server URL, and all my unpublished drafts on GitHub. Here's how
Model Showdown: Benchmarking Local vs Cloud LLMs on a Real Coding Task
Dev.to · Rob 1mo ago
Model Showdown: Benchmarking Local vs Cloud LLMs on a Real Coding Task
Last post we stood up Ollama on the RTX 5090, pulled a stack of models, and wired them into our...
Model Showdown Round 2: Adding Gemma, Kimi, and 579 GB of Stubborn Optimism
Dev.to · Rob 1mo ago
Model Showdown Round 2: Adding Gemma, Kimi, and 579 GB of Stubborn Optimism
At the end of Round 1, we promised a rematch. More models. Fixed settings. Harder questions about...
Incident Management for Teams Without a Dedicated SRE: A Practical Guide
Dev.to · Rob 2mo ago
Incident Management for Teams Without a Dedicated SRE: A Practical Guide
Most incident management advice assumes you have a real SRE function already in place. Dedicated...