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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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The machine that can copy anything

2005-06-07 · #Kliping #Sains



By Simon Hooper for CNN
Thursday, June 2, 2005 Posted: 10:48 AM EDT (1448 GMT)

LONDON, England (CNN) -- A revolutionary machine that can copy itself and manufacture everyday objects quickly and cheaply could transform industry in the developing world, according to its creator.

The "self-replicating rapid prototyper," or "RepRap" is the brainchild of Dr. Adrian Bowyer, a senior lecturer in mechanical engineering at the University of Bath in the UK.

It is based on rapid prototyping technology commonly used to manufacturer plastic components in industry from computer-generated blueprints -- effectively a form of 3D printer.

But Bowyer told CNN the RepRap's ability to copy itself could put rapid prototyping technology within reach of the world's poorest communities by alleviating the need for the sort of large-scale industrial infrastructure common across the developed world.

"People can start manufacturing goods at a low price," said Bowyer. "All one needs is a computer and a machine that can copy itself. It can spread without enormous expenditure of capital and where labor costs are low.

[more on CNN]

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