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Towards Autonomous Edge AI: Local LLM Inference, Efficient Quantization, and Hybrid Memory in Practice

blog.serendeep.tech · published 23 October 2025

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https://medium.com/@riddhimanghatak/gguf-quantization-making-large-language-models-accessible-to-everyone-9ad6401d8688
medium.com
https://huggingface.co/docs/optimum/concept_guides/quantization
huggingface.co
https://multimodalai.substack.com/p/an-ai-engineers-guide-to-running
multimodalai.substack.com
https://originshq.com/blog/quantize-llama-models-with-gguf-and-llama-cpp/
originshq.com
https://github.com/zjunlp/LightMem
github.com
https://arxiv.org/abs/2503.22196
arxiv.org
https://arxiv.org/abs/2305.14314
arxiv.org
https://www.linkedin.com/pulse/gguf-ggml-llamacpp-trio-powering-local-ai-everyone-shekhawat-5hmhc
linkedin.com
https://www.hardware-corner.net/quantization-local-llms-formats/
hardware-corner.net
GGML and GGUF for Efficient LLM Inference Read at the source ↗
superml.dev
https://huggingface.co/TheBloke
huggingface.co
https://medium.com/@nikheelvs/running-llms-on-edge-devices-a-step-by-step-guide-8cf1b3d74193
medium.com
https://arxiv.org/abs/2510.18866
arxiv.org
https://github.com/zjunlp/LightMem/raw/main/figs/motivation.png
github.com
https://arxiv.org/abs/2510.08601
arxiv.org
https://techxplore.com/news/2025-07-neural-networks-enable-ai-memory.html
techxplore.com
https://www.ionio.ai/blog/llms-on-cpu-the-power-of-quantization-with-gguf-awq-gptq
ionio.ai
https://medium.com/@ThinkingLoop/webgpu-for-ml-in-browser-inference-under-30ms-879d107c6f86
medium.com
https://webllm.mlc.ai
webllm.mlc.ai
https://huggingface.co/docs/hub/en/gguf-llamacpp
huggingface.co
https://arxiv.org/pdf/2509.12229
arxiv.org
https://arxiv.org/abs/2508.21810
arxiv.org