NVIDIA's Nemotron 3.5 Bolt, released 2026-10-23 (Google Gemma-4-E4B-it on Apache-2.0, post-trained by NVIDIA, post-training data cutoff May 2026): 8B total parameters with 4B effective, aimed at local voice and device assistants, interactive personas and embedded edge interfaces. Its focus is multi-turn tool use, instruction following and input grounding; the chat template controls thinking mode and conversational mode, with a tunable thinking budget. The official Q4_K_M GGUF measures **6.18GB** (the "4GB" in the repo name refers to the 4B effective-parameter class), and NVIDIA ships a llama.cpp Docker recipe (ghcr.io/ggml-org/llama.cpp:server-cuda13-b11459, -c 65536, --jinja) plus a DFlash draft model for speculative decoding (--spec-type draft-dflash --spec-draft-n-max 7). Context is 64K tokens in and out, across 36 languages. Q4_K_M benchmarks (against Gemma-4-E4B-it Q4_K_M / Qwen3.5-4B Q4_K_M): MultiChallenge 55.60, RoleBench 71.21, RoleMRC 79.12, ToolSandbox 74.13, IHEval 82.40, IFBench 64.00, StructEval-T 79.99, BFCL-v3 67.31, Tau2-Bench 52.32, AgentIF 22.95, RULER (64K) 85.76, LongMemEval 69.92, LongBench v2 (48K) 48.67 — the clearest gains over the base model are in tool use and role play. License OpenMDW-1.1 (the Gemma 4 base remains under Apache-2.0).
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Quantized builds
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Benchmark data
26 configurations
| Hardware | Framework | Quant | Decode | VRAM used | Samples | Evidence |
|---|---|---|---|---|---|---|
| NVIDIA RTX 4090 | llama.cpp | Q4_K_M | 160.6 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX 4090 | Strata | Q4_K_M | 225.9 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX 3090 | llama.cpp | Q4_K_M | 94.6 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX 3090 | Strata | Q4_K_M | 125.8 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| AMD Radeon RX 7900 XTX | llama.cpp | Q4_K_M | 102.6 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| AMD Radeon RX 7900 XTX | Ollama | Q4_K_M | 86.9 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX 5090 | vLLM | BF16 | 171.5 tok/s | 30.4 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX 5090 | Ollama | Q4_K_M | 279.8 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX 5080 | Ollama | Q4_K_M | 181.2 tok/s | 15.2 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX 4080 Super | llama.cpp | Q4_K_M | 162.7 tok/s | 15.2 GB | 1 | L2 Cross-framework verified |
| AMD Ryzen AI Max+ 395 | llama.cpp | Q4_K_M | 35.8 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| AMD Ryzen AI Max+ 395 | Ollama | Q4_K_M | 33.8 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| Apple M5 Max | llama.cpp | Q4_K_M | 76.6 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| Apple M5 Max | Ollama | Q4_K_M | 69.9 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| Apple M5 Ultra | llama.cpp | Q4_K_M | 131 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| Apple M5 Ultra | Ollama | Q4_K_M | 106.3 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA H100 80GB HBM3 | Ollama | Q4_K_M | 345.3 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA H100 80GB HBM3 | Strata | Q4_K_M | 317.2 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA H20 | llama.cpp | Q4_K_M | 61.8 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA H20 | Strata | Q4_K_M | 91.1 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX PRO 6000 Blackwell 96GB | vLLM | BF16 | 177.6 tok/s | 31.5 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX PRO 6000 Blackwell 96GB | Ollama | Q4_K_M | 264.8 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| Apple M2 Ultra | llama.cpp | Q4_K_M | 119.5 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| Apple M2 Ultra | Ollama | Q4_K_M | 118.1 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX Spark | llama.cpp | Q4_K_M | 80.7 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
| NVIDIA RTX Spark | Ollama | Q4_K_M | 79.2 tok/s | 15.88 GB | 1 | L2 Cross-framework verified |
26 of these records are not linked to a specific quantized build; the full set is on the search page.