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Meshtastic Build on ESP32-S3: LoRa E22

https://sudonull.com/meshtastic-build-on-esp32-s3-lora-e22

Step-by-step build Meshtastic node on ESP32-S3 with LoRa E22-900M30S, GPS and OLED. Firmware adaptation, pinout, PlatformIO. For middle/senior dev.

Fine-tuning Mistral 7B on Russian for dialogues

https://sudonull.com/fine-tuning-mistral-7b-on-russian-for-dialogues

Learn why LoRA didn't work and how full fine-tuning Mistral 7B achieved BertScore 0.93. Architecture, optimizations, MERA benchmarks for ML engineers.

Budget Meshtastic node for 500 rub

https://sudonull.com/budget-meshtastic-node-for-500-rub

Assemble Meshtastic node on ESP32-C3/NRF52 + LoRa SX1276 for 500 rub. Connection diagrams, firmware, antenna. Instructions for IoT developers.

Fine-tuning Gemma 4 on Cloud Run with GPU

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.

Meshtastic Deployment: Architecture and Nodes

https://sudonull.com/meshtastic-deployment-architecture-and-nodes

Practice of creating Meshtastic network for field teams: choosing HELTEC V4, solar repeaters, Mosquitto bridge. Range, architecture, tests. Instructions for developers.

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