https://sudonull.com/gemini-flash-for-antispam-1-million-tokens-free
Comparison of GigaChat, YandexGPT and Gemini Flash for Telegram antispam bot. Free Gemini limit — 1600 checks per day. Integration without delays for developers.
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In this project
https://sudonull.com/integration-of-gemini-api-into-telegram-bot-guide-for-developers
Step-by-step guide to asynchronous integration of Gemini API into Telegram bot on aiogram 3.x. Avoid 429 errors, set up cache and streaming.
https://sudonull.com/gemma-4-open-moe-models-from-google-up-to-31b-parameters
Explore Gemma 4 from DeepMind: MoE architecture, multimodality, edge deployment. 31B outperforms large models. Download weights, integrate into projects for developers.
https://sudonull.com/quantization-gemma-4-31b-under-57gb-kaggle
Learn how to load 62GB Gemma 4 31B model on Kaggle with 57GB limit: NF4, bitsandbytes and memory hacks. Get 18GB artifact for local inference. Instructions for developers.
https://sudonull.com/fine-tuning-gemma-4-on-cloud-run-with-gpu
Instructions for fine-tuning Gemma 4 31B on Cloud Run Jobs for image classification. QLoRA, LoRA rank 64, accuracy 94%. For middle/senior developers. Start fine-tuning now.
From other projects
https://ymaho.com/gemini-settlement-with-sec-900-million-payment-and-a-new-era-of-compliance
Gemini settled SEC lawsuit for $5 billion with $900 million payment. We analyze why this is legitimization, not defeat, and how the deal affects the crypto market. Get the details.
https://ymaho.com/fidanacogene-elaparvovec-ema-approves-gene-therapy-for-hemophilia-b
Analysis of Pfizer's first gene therapy for hemophilia B: 96% reduction in bleeding, competition with Hemgenix, and hidden risks for the market. Learn the details.
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