???? Hash checksum: 1e5455d4fa58107c7537ae632b05abbc • ???? Last updated: 2026-07-17 Verify Processor: next-gen chip for heavy context processing RAM: 32 GB highly recommended for 26B+ GGUF models Storage: extra room for

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???? Hash sum → 8c0364017a837d347841e9857ae76738 — Update date: 2026-07-15 Verify Processor: high single-core performance needed for token latency RAM: 32 GB or higher for smooth 32k context lengths Storage: extra

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???? Release Hash: 453d6cc617ae0fca404b66370ddc1caf • ???? Date: 2026-07-17 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: 48 GB needed to prevent memory swapping to disk Disk: 150+

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???? SHA sum: 809e156992648e99756706ce2e464ca1 | Updated: 2026-07-14 Verify Processor: next-gen chip for heavy context processing RAM: fast 5600MHz+ required to avoid memory bottlenecks Storage: extra room for future model updates

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???? Hash Value: 4db25a26a9981c175fd1adac931773ef | ???? Update: 2026-07-19 Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: minimum 16 GB for stable 8B model loading Disk Space:

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