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# catatan teknis, sejak 2001

StartLux Decision: Mesin Inference Model Terstruktur

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StartLux Decision menyediakan open models dalam ukuran 4B, 9B, dan 27B parameter yang menghasilkan typed probabilities untuk pertanyaan terstruktur alih-alih open text. Repo ini menyertakan HTTP server dan inference engine untuk format GGUF dan MLX, lengkap dengan varian yang menghasilkan reasoning traces saat confidence di bawah 0.6. Sistem ini memproses input text, JSON, dan image dalam satu forward pass untuk tugas kontrol seperti game bot dan analisis frame video. Tool ini layak diuji secara lokal menggunakan bobot MLX atau GGUF jika Anda membutuhkan klasifikasi terstruktur tanpa parsing output LLM bebas. Namun, arsitektur khusus ini tidak akan menggantikan chat model umum untuk text generation bebas. Lewati tool ini kecuali Anda sedang membangun pipeline deterministik yang memerlukan explicit probability scores. sumber: github.com/StartLuxLabs/StartLux-Decision my other side: setyadi.com
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Poop Powered MegaWatts

2010-11-23 · #Kliping #Sains

A Chinese Dairy Farm Made The World's Largest Machine For Turning Crap Into Power

A Chinese Dairy Farm Made The World's Largest Machine For Turning Crap Into PowerWhat happens when a Chinese dairy farm takes the excrement from 60,000 of its 250,000 cows and converts it into electricity? They generate 5.66 megawatts of power, which is roughly enough to power 3500 American homes.

According to Technology Review, Huishan Dairy has created a methane converter that is over 10 times the size of similar such devices. Powered by four of the GE engines pictured above, the converter captures methane from fermenting cow poop and turns it into power. Pop Sci does a good job of summarizing the science behind the converter, which involves processes like hydrodesulfurization and anaerobic digestion, so on and so forth.

But what's really interesting here is that the scale of this converter might be more economically appealing to dairy farms in the US. Currently, methane converter in the US only generates 2 megawatts of power, and are only used by 1% of farms. And considering the plant in China could reduce carbon emssions by over 180,000 tons, I'm sure such a converter would have the full support of green freaks stateside. [Technology Review via PopSci]

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