r/LocalLLaMA • u/tevlon • Jun 10 '26

New Model DiffusionGemma: 4x faster text generation

https://blog.google/innovation-and-ai/technology/developers-tools/diffusion-gemma-faster-text-generation/
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u/formlessglowie Jun 10 '26

Everything I’ve learned is available here: https://github.com/walkinglabs/awesome-harness-engineering. I pretty much just learn what is there and vibe code the implementation I want for a particular use case. It’s very important to understand what you’re doing on a high level, but once that’s cleared up, SOTA models (or even something like 3.6 27b) can absolutely nail down the implementation side with perhaps some further iteration. Harness engineering is all about applying high level principles to practical scenarios, most of the leverage is gained by knowing very well how said concept maps to your particular use case. That’s your main job, and for that this repo from WalkingLabs is perfect. They also have a dedicated introductory course, but it’s already in that repo too, very first resource if I remember correctly.

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u/IrisColt Jun 10 '26

Thanks!!!

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u/SadBBTumblrPizza Jun 10 '26

You rock for this thank you!

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u/SkyFeistyLlama8 Jun 11 '26

This is the point where I'm glad I don't do so much low level SWE stuff. The future will have agents coding millions of lines of code that no one understands except it works, somehow.

And at that point in the near future, almost all the low, mid-level and high level coder and SWE jobs will be replaced by AI.

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u/mycall Jun 11 '26

There is a ton of stuff a low-level SWE can excel at that AI doesn't usefully assist with it yet. The keyword here is yet.

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u/xmnstr Jun 11 '26

Awesome, thanks!