Tokenizers

🔧 Digest: 5b0c842ce6fa84809baf8f5b83bf9a3b • 🕒 Updated: 2026-07-20 Verify CPU: AVX2/AVX-512 instruction set required for llama.cpp RAM: required: 16 GB absolute minimum for small models Disk

📎 HASH: 72505e18c704a9bfa59b47e96ee9ee9d | Updated: 2026-07-21 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: fast 5600MHz+ required to avoid memory bottlenecks Disk:

🧩 Hash sum → c39ecfbde22ba9b398ff3ea58ae34af5 — Update date: 2026-07-19 Verify CPU: 8-core / 16-thread recommended for orchestration RAM: 48 GB needed to prevent memory swapping

📘 Build Hash: 99b3a787ad4b8d260127d42d988ab979 • 🗓 2026-07-20 Verify Processor: 4.0 GHz+ boost clock recommended for CPU inference RAM: 32 GB highly recommended for 26B+ GGUF

🖹 HASH-SUM: 0be65926b8deee5667beb91cdf04d5a1 | 📅 Updated on: 2026-07-22 Verify Processor: 4.0 GHz+ boost clock recommended for CPU inference RAM: 48 GB needed to prevent memory

🧾 Hash-sum — 1b128d40f80cc366ffcddc319c9528e1 • 🗓 Updated on: 2026-07-22 Verify Processor: Intel i5 or AMD Ryzen 5 for basic 7B models RAM: 32 GB highly

📎 HASH: 9b19b45b4a030b72c026792ecbf477e4 | Updated: 2026-07-16 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: high-speed DDR5 memory preferred for CPU offloading Disk:

🔐 Hash sum: 83bcb4124d2f3a590de87aec76ca63bb | 📅 Last update: 2026-07-17 Verify CPU: AVX2/AVX-512 instruction set required for llama.cpp RAM: 48 GB needed to prevent memory swapping

🧮 Hash-code: 1a1b7376533cb119919cda773868e8d8 • 📆 2026-07-14 Verify Processor: Intel i5 or AMD Ryzen 5 for basic 7B models RAM: at least 32 GB in dual-channel

🔐 Hash sum: 3e39cb70692be776362107d53cdb7b63 | 📅 Last update: 2026-07-19 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: at least 32 GB in