impressive that no one has yet, but I've invited you to the pytorch slack, after you join you can hang out on the torchtitan channel and get productive much quicker together
CODE
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Kimi-Dev-72B shows impressive SWE-Bench Verified performance, no tech report yet
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Why isn't anyone talking about Kimi-Dev-72B, released ~1 week ago on the Hub?
The tech report is not out yet, and I'll love to see more benchmarks, but performance on SWE-Bench Verified seems very impressive! -
KerasHub enables Hugging Face checkpoints across multiple frameworks
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KerasHub lets you use any Hugging Face checkpoint for all top models like Llama, Gemma, Mistral, etc… Run your workflows in JAX, PyTorch, TensorFlow – inference, LoRA fine-tuning, large-scale training from scratch Blog post: https://
developers.googleblog.com/en/load-model-
weights-from-safetensors-into-kerashub-multi-framework-machine-learning/
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Gemini Console API Keys Management and Cross-Team Disagreement Issues
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Sure, but the Gemini console says: "Your API keys are listed below. You can also view and manage your project and API keys in Google Cloud."
I really think teams can't agree on anything so they end up with worst-of-all-worlds solutions. -
Google’s Backwards Incompatible Python SDK Changes Frustrate Developers
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Yeah but this inclination doesn't make it all the way to users in other companies. They deprecated their previous Python SDK, google-generativeai, for a new totally backwards incompatible one called google-genai. It appears Google have no intention of living down the accusations.
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Confusion About GEMINI_API_KEY Authentication Implementation
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Again I'm not even sure I'm understanding the auth situation correctly, after having solved this. But if I'm right then the whole GEMINI_API_KEY situation is worse than useless.
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Google PM’s Wish: Simple Gemini API Key That Doesn’t Help
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My head-canon is some Google PM insisted on having an easy, streamlined credential. Every Google PM appears to wish the rest of Google didn't exist. Well, the monkey paw curled and they got their wish. You can indeed easily get a GEMINI_API_KEY. It won't help you, but it exists.
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Gemini API rate limit errors persist without solutions
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I've seen thread after thread of people getting immediate rate limit errors on the Gemini API, with no resolutions. So is this the answer? For whatever it's worth, Gemini itself says so — it could always be wrong about its own auth though, it's working from the same docs as us.
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Google Cloud Authentication Commands Configuration Guide
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So what worked for me is to run the right combination of gcloud auth login, gcloud auth application-default login, gcloud config set project and gcloud auth application-default set-quota-project commands. Oh, set GOOGLE_CLOUD_PROJECT, and of course unset GEMINI_API_KEY. Trivial.
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Gemini API Key Useless Without Default Billing Project
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The Gemini API key also doesn't have any sort of default billing project. And with no billing project, you have no quota. And the free-tier rate limit for Gemini 2.5 Pro is 0. So correct me if I'm wrong, but doesn't this make the GEMINI_API_KEY worse than useless?