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Small Apache-2.0 Models Against Gemma 4 E2B on One TPU v5e: Which Ones Keep Up?
DEV Community

Oct 13, 2026

Small Apache-2.0 Models Against Gemma 4 E2B on One TPU v5e: Which Ones Keep Up?

Fourteen Apache-2.0 and MIT open-weight models that fit one TPU v5e chip, served one after another through vLLM on the same pinned image and scored on GSM8K and BFCL against Gemma 4 E2B. Qwen3-4B matches Gemma's accuracy at 0.57x its output, SmolLM3-3B and Granite 3.3 2B match it on tool calls, and Gemma keeps the lead on long prompts.

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Can a local LLM replace Claude Code? The benchmark everyone quotes is the wrong one.
DEV Community

Oct 12, 2026

Can a local LLM replace Claude Code? The benchmark everyone quotes is the wrong one.

Every "7 local models that replace Claude Code" list opens the same way: a table of SWE-bench scores,...

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AI Needs a Test That Fights Back
DEV Community

Oct 12, 2026

AI Needs a Test That Fights Back

One right answer is not the same as a good sequence of decisions. eSlams is building a public stadium...

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What 9,050 AI-Written Scripts Taught Me About Slop
DEV Community

Oct 12, 2026

What 9,050 AI-Written Scripts Taught Me About Slop

You’ve read way too many versions of this paragraph already. Probably even this week: “In today’s...

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Solodesk-Ai
DEV Community

Oct 12, 2026

Solodesk-Ai

What I Built SoloDesk AI is a privacy-first, zero-marginal-cost financial copilot and invoice...

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Local embeddings with llamadart: how llamas share secrets
DEV Community

Oct 12, 2026

Local embeddings with llamadart: how llamas share secrets

Beyond chat with llamadart · Part 2 Llama Village, where five llamas share a world without sharing...

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We Built a Blender Render Farm Out of Four Laptops
DEV Community

Oct 12, 2026

We Built a Blender Render Farm Out of Four Laptops

Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...

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I was chasing the job market. One comment on DEV.to made me rethink everything
DEV Community

Oct 12, 2026

I was chasing the job market. One comment on DEV.to made me rethink everything

Let me ask you something. What are you supposed to learn when the CEOs of all AI companies keep...

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You’re a Real Python Developer Only If...
DEV Community

Oct 12, 2026

You’re a Real Python Developer Only If...

A few months ago, I published You're a Real JavaScript Developer Only If... It was supposed to be a...

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