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Gemma 4 12B: Encoder-Free Coding on a 16GB Laptop
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Gemma 4 12B: Encoder-Free Coding on a 16GB Laptop

DEV Community: machinelearning·Max Quimby·3 months ago
#WyrUXDAL
#dev#model#coding#gemma#encoder#qwen

Google's Gemma 4 12B ditches vision encoders, scores 72% on LiveCodeBench, and runs on 16GB. Here's why researchers are swapping Qwen for it.

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Running Brand-New Gemma 4 12B on an 8-Year-Old GTX 1080 Ti: Speed, 3 Gotchas, and Why Q8 Beat Q4 on My Own Field
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Running Brand-New Gemma 4 12B on an 8-Year-Old GTX 1080 Ti: Speed, 3 Gotchas, and Why Q8 Beat Q4 on My Own Field

DEV Community: machinelearning·byeongsoo kang·3 months ago
#sTOMC2Sk
#dev#ollama#card#model#gemma#second

I pulled the just-released Gemma 4 12B and ran it on a GTX 1080 Ti. ~28 tok/s at Q4 on one card — but three things broke first, and Q8 (2 cards, 30% slower) fixed both the token glitches and a domain answer Q4 got confidently wrong.

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On-device LLM on iPhone: which runtime is fastest? MLX vs llama.cpp vs LiteRT-LM vs CoreML
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On-device LLM on iPhone: which runtime is fastest? MLX vs llama.cpp vs LiteRT-LM vs CoreML

DEV Community: machinelearning·Daisuke Majima·4 months ago
#sbJ7uuTv
#dev#litert#coreml#gemma#memory#qwen

I want to run an LLM on iPhone. But there are several runtimes and it's not obvious which to...

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GEMMA Hoop Earrings #AdafruitLearningSystem

Adafruit Industries – Makers, hackers, artists, designers and engineers!·Jessie Mae·4 months ago
#HVQy9wdI
#gemma#hoop#earrings#iframe#youtube#article

We’re taking a look at an oldie but goodie, our GEMMA hoop earrings. GEMMA jewelry! The bitty board fits perfectly in the center of a NeoPixel ring for flashy hoop earrings or a charming pendant.…

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PhotoLens — A Fully Offline, On-Device Photo Gallery That Gives Blind and Low-Vision Users Independent Access to Their Own Memories
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PhotoLens — A Fully Offline, On-Device Photo Gallery That Gives Blind and Low-Vision Users Independent Access to Their Own Memories

DEV Community·Susant Swain·4 months ago
#ZSJuzfQn

From Dev.to - opensource: PhotoLens — A Fully Offline, On-Device Photo Gallery That Gives Blind and Low-Vision Users Independent Access to Their Own Memories

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Open-Source-First: How Close Can Gemma 4 Get to Frontier Closed Models on Real Trading Bot Failure Data?
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Open-Source-First: How Close Can Gemma 4 Get to Frontier Closed Models on Real Trading Bot Failure Data?

DEV Community·vericum·4 months ago
#fjzliIGA

An honest 4-model comparison on one month of real trading bot logs. And what happens when you wrap Gemma 4 in a self-validation loop.

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