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# catatan teknis, sejak 2001

CWE-bench v2 Evaluasi Perbaikan Kerentanan LLM

Collinear AI merilis 100 tugas deterministik publik untuk menguji kemampuan LLM dalam menambal bug nyata. Setiap tugas mengharuskan model meng-clone repo open-source dan memperbaiki pola CWE spesifik tanpa merusak fitur yang ada. Sistem skor programatik dan lingkungan Docker memungkinkan reproduksi hasil secara lokal tanpa biaya API. Alat ini berguna untuk membandingkan open-weight models dengan API provider saat membangun defensive agents. Datanya bersifat gated di Hugging Face, sehingga pengguna wajib menerima akses sebelum memakai Harbor runner. Benchmark ini tidak bisa menggantikan full penetration testing karena hanya mencakup subset terbatas dari pola kelemahan yang sudah diketahui. sumber: huggingface.co/cwe-bench my other side: setyadi.com

LED Light Bulbs

2006-10-19 · #Gadget #Kliping

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A great idea in lighting

The light bulb is often used in cartoons to depict the formation of a great idea. We think that building LEDs into a bulb that can be screwed into a standard 120V light socket is a great idea. These LED Light Bulbs come in three different sizes with an output up to 120 Lumens. The bulbs are also long-life and low power consumption.

Vivid - This 18 LED light bulb makes an excellent high definition reading light. Perfect to help you not feel guilty about leaving an accent light on all night. Run it for twelve hours a day for a whole year at a cost of about 80 cents. Makes a great reading light.

Vivid Plus - Turn any household lamp into a low cost, high-tech marvel by installing the Vivid Plus LED Light Bulb. This ultra-bright light bulb shares the energy efficiency of the Vivid and casts a broader array of light. Particularly well suited for reading. 36 LEDs.

Spotlight - A money-saving LED bulb that fits your porch spotlights and the motion-sensor lights on your garage or roofline. Spotlight uses just 8 Watts of electricity to power 60 ultra-bright White LEDs. The light is ideal in pitch-black conditions, and casts the signature blue-white light that's as soothing as it is bright. On average, it will cost you just $4.00 per year to run this LED Spotlight in your home or workplace. Fits PAR 38 sized fixtures.

LED Light Bulbs also have these great features.

  • Long life - up to 10 years
  • Low power consumption (about 1/30th of a standard bulb)
  • Output: Vivid (31 Lumens), Vivid Plus (60 Lumens), Spotlight (120 Lumens)
  • Great in a directional lamp for reading, mood or porch light
  • These bulbs are generally not intended as a complete replacement for incandescents - these bulbs are lower output but more focused
  • 120V bulbs
  • Two-year warranty
Source:
ThinkGeek

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