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📰 Dev.to · Rob

26 articles · Updated every 3 hours · View all reads

All Articles 105,359Blog Posts 117,600Tech Tutorials 26,570Research Papers 22,105News 16,219 ⚡ AI Lessons
Can You Tell When an LLM API Swaps in a Cheaper Model?
Dev.to · Rob 🧠 Large Language Models ⚡ AI Lesson 2w ago
Can You Tell When an LLM API Swaps in a Cheaper Model?
Providers have every reason to serve a smaller or more quantized model under load. I ran the experiment to see if you can catch it from the outside. The obvious
Frontier Bakeoff: We Benchmarked Fable 5 Hours Before the Shutdown
Dev.to · Rob 🧠 Large Language Models ⚡ AI Lesson 2w ago
Frontier Bakeoff: We Benchmarked Fable 5 Hours Before the Shutdown
Four frontier models, ten tasks, one government shutdown. We ran Claude Fable 5 through the homelab benchmark harness three hours before Anthropic pulled the pl
Homelab Bakeoff: OpenClaw Outperforms Hermes… With Hermes Models
Dev.to · Rob 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Homelab Bakeoff: OpenClaw Outperforms Hermes… With Hermes Models
Two Discord bots, one 14B model, five fitness-tracker tasks. Both agents failed on the first try. Getting them working required debugging context overflow, sile
Keep the Credit Ledger Off-Chain. Checkpoint It On-Chain.
Dev.to · Rob ⚡ AI Lesson 3w ago
Keep the Credit Ledger Off-Chain. Checkpoint It On-Chain.
I specced an on-chain credit ledger for a compute network and the token program refused to initialize the mint. That rejection sent me back to the design. The l
Friday Fixes: Housekeeping the Homelab and Hub
Dev.to · Rob ⚡ AI Lesson 3w ago
Friday Fixes: Housekeeping the Homelab and Hub
A model refresh on the homelab (Qwen 3.6, new embeddings, 469 llama.cpp builds), a feature sprint on the vacation planning site (calendar sync, expense tracking
Forking and Open Sourcing a Single Purpose Site
Dev.to · Rob ⚡ AI Lesson 1mo ago
Forking and Open Sourcing a Single Purpose Site
I built a trip planning site for my F1 Montreal group. Then I ripped out every hardcoded value, added a setup wizard, ran a security audit, and open-sourced it.
Thursday Thoughts: The Models We Can't Run
Dev.to · Rob 🧠 Large Language Models ⚡ AI Lesson 1mo 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 💻 AI-Assisted Coding ⚡ AI Lesson 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 💻 AI-Assisted Coding ⚡ AI Lesson 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 🤖 AI Agents & Automation ⚡ AI Lesson 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 🧠 Large Language Models ⚡ AI Lesson 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 📐 ML Fundamentals ⚡ AI Lesson 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 🧠 Large Language Models ⚡ AI Lesson 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...
Open-Sourcing a Blog Without Open-Sourcing Your Drafts
Dev.to · Rob ⚡ AI Lesson 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
The Agentic Gap: Claude Oneshots, Gemma Fails
Dev.to · Rob 🤖 AI Agents & Automation ⚡ AI Lesson 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 🤖 AI Agents & Automation ⚡ AI Lesson 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 💻 AI-Assisted Coding ⚡ AI Lesson 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 ⚡ AI Lesson 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 🧠 Large Language Models ⚡ AI Lesson 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...