Few-Shot

🔧 Digest: 18595ed402b4674b6cad787bf9b7cb9a • 🕒 Updated: 2026-07-16 Verify CPU: 8-core / 16-thread recommended for orchestration RAM: 32 GB highly recommended […]

📤 Release Hash: d6f85be198d02412034081cde53f0e03 • 📅 Date: 2026-07-21 Verify CPU: multi-threading optimized for fast prompt processing RAM: enough space for

🗂 Hash: 316a4b94b8384176822240d3f21df9b0 • Last Updated: 2026-07-22 Verify Processor: Intel i5 or AMD Ryzen 5 for basic 7B models RAM:

📊 File Hash: f1756cfff9a7fe1173f55553889d4f1c — Last update: 2026-07-20 Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM:

💾 File hash: 3332ef4259f377187ef31c6645411d1c (Update date: 2026-07-18) Verify Processor: high single-core performance needed for token latency RAM: 48 GB needed

🔗 SHA sum: 49b05cb04d0c39c3f7fc01efd10f7dd1 | Updated: 2026-07-13 Verify Processor: Intel i5 or AMD Ryzen 5 for basic 7B models RAM:

🔧 Digest: 57c92c92b1363d3ff0b5e9142e1a1ccf • 🕒 Updated: 2026-07-16 Verify Processor: next-gen chip for heavy context processing RAM: 32 GB highly recommended

🧩 Hash sum → e2d87c6a49c364885a3174adaf733c19 — Update date: 2026-07-16 Verify Processor: 6-core 3.5 GHz minimum required RAM: minimum 16 GB

To install this model locally in the shortest time, opt for a direct curl execution. Simply follow the directions outlined

Deploying this model locally is quickest when done via a simple curl command. Proceed by following the technical instructions below.