Hayula-Algorithm-7B

Algorithm (ุงู„ุฎูˆุงุฑุฒู…ูŠ) โ€” Vulnerability Research & Exploitation Specialist

Algorithm (ุงู„ุฎูˆุงุฑุฒู…ูŠ) โ€” ู…ุชุฎุตุต ููŠ ุฃุจุญุงุซ ุงู„ุซุบุฑุงุช ูˆุงู„ุงุณุชุบู„ุงู„

๐Ÿ“– Description / ุงู„ูˆุตู

EN: Algorithm specializes in vulnerability research methodology, exploit development, and coordinated disclosure. Trained on expert security analysis across web, mobile, and infrastructure targets.

AR: ุงู„ุฎูˆุงุฑุฒู…ูŠ ู…ุชุฎุตุต ููŠ ู…ู†ู‡ุฌูŠุฉ ุฃุจุญุงุซ ุงู„ุซุบุฑุงุชุŒ ุชุทูˆูŠุฑ ุงู„ุงุณุชุบู„ุงู„ุŒ ูˆุงู„ุฅูุตุงุญ ุงู„ู…ุณุคูˆู„. ู…ุฏุฑุจ ุนู„ู‰ ุชุญู„ูŠู„ ุฎุจุฑุงุก ุฃู…ู†ูŠูŠู† ุนุจุฑ ุฃู‡ุฏุงู ูˆูŠุจ ูˆุฌูˆุงู„ ูˆุจู†ูŠุฉ ุชุญุชูŠุฉ.

๐Ÿซ About Hayula

This model is part of the Hayula Swarm โ€” a collection of 17 Arabic-specialist models. Each model focuses on a specific domain, fused with BinSaqban/Averroes-Q-Instruct (Qwen2.5-7B) as the base.

ู‡ุฐุง ุงู„ู†ู…ูˆุฐุฌ ุฌุฒุก ู…ู† Hayula Swarm โ€” ู…ุฌู…ูˆุนุฉ 17 ู†ู…ูˆุฐุฌุงู‹ ุนุฑุจูŠุงู‹ ู…ุชุฎุตุตุงู‹ุŒ ูƒู„ ู†ู…ูˆุฐุฌ ูŠุฑูƒุฒ ุนู„ู‰ ู…ุฌุงู„ ู…ุนูŠู†.

๐Ÿ“ฅ Download

# Via huggingface-cli
huggingface-cli download BinSaqban/Hayula-Algorithm-7B-GGUF --local-dir . --include "*.gguf"

# Or direct link
wget https://huggingface.co/BinSaqban/Hayula-Algorithm-7B-GGUF/resolve/main/Hayula-Algorithm-7B-Q4_K_M.gguf

๐Ÿš€ Usage with llama.cpp

# Basic
llama-cli -m Hayula-Algorithm-7B-Q4_K_M.gguf -p "Your prompt here..."

# Interactive
llama-cli -m Hayula-Algorithm-7B-Q4_K_M.gguf -ngl 99 -i

๐Ÿ“ Example Prompts / ุฃู…ุซู„ุฉ

  • ุชุญู„ูŠู„ CVE: ุชุญู„ูŠู„ CVE ุฌุฏูŠุฏุฉ ูˆุชู‚ุฏูŠู… ุชู‚ูŠูŠู… ู„ู„ุฎุทูˆุฑุฉ ูˆุชุฃุซูŠุฑู‡ุง
  • ุชุทูˆูŠุฑ Exploit: ูƒุชุงุจุฉ PoC ู„ุซุบุฑุฉ RCE ู…ูƒุชุดูุฉ ุญุฏูŠุซุงู‹
  • ู…ุฑุงุฌุนุฉ ูƒูˆุฏ: ู…ุฑุงุฌุนุฉ ูƒูˆุฏ ุฃู…ู†ูŠุฉ ูˆุชุญุฏูŠุฏ ู†ู‚ุงุท ุงู„ุถุนู

โš™๏ธ Technical Details

  • Base Model: Averroes-Q-Instruct (Qwen2.5-7B)
  • Quantization: Q4_K_M (4.91 BPW)
  • Format: GGUF
  • Size: ~4.5 GB

โ˜• Usage via LM Studio

  1. Download the .gguf file
  2. Open LM Studio โ†’ "My Models" โ†’ Add Model
  3. Select the downloaded file
  4. Load and chat!

๐Ÿ“œ License

Apache 2.0

๐Ÿ”— Links

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