https://multimodalflow.net/en/blog/ Multimodal AI engineering: edge deployment, local LLM inference, and NVIDIA hardware benchmarks. en https://multimodalflow.net/en/blog/jetson-thor-orbbec-3d-robot-perception/ https://multimodalflow.net/en/blog/jetson-thor-orbbec-3d-robot-perception/ Thu, 02 Jul 2026 00:00:00 GMT A hands-on retrospective of a 3D robot inspection project built on NVIDIA Jetson AGX Thor with Orbbec Gemini 345Lg / RealSense D435i, point clouds, YOLO, VLM, RAG, and a local LLM. https://multimodalflow.net/en/blog/jetson-device-skills-orin-test/ https://multimodalflow.net/en/blog/jetson-device-skills-orin-test/ Tue, 30 Jun 2026 00:00:00 GMT NVIDIA's open-source Jetson Device Skills give Claude Code and other agents native Jetson workflows. Hands-on install and benchmark on a real AGX Orin 64GB. https://multimodalflow.net/en/blog/qwable-v1-deploy-test-thor/ https://multimodalflow.net/en/blog/qwable-v1-deploy-test-thor/ Sat, 20 Jun 2026 00:00:00 GMT End-to-end guide for deploying Qwable-v1 (Qwen3.6-35B MoE + Claude Fable-5 distill) on NVIDIA Jetson AGX Thor — download, SGLang serving, Web UI, and closed-loop Agent benchmark. All numbers from live hardware. https://multimodalflow.net/en/blog/dgx-spark-dual-node-nccl-rdma/ https://multimodalflow.net/en/blog/dgx-spark-dual-node-nccl-rdma/ Fri, 19 Jun 2026 00:00:00 GMT Two DGX Spark nodes connected over 200GbE / ConnectX-7 RDMA. Raw ib_write_bw hits ~197 Gb/s, but real NCCL collective bandwidth lands at 10 GB/s — and here's exactly why they differ. https://multimodalflow.net/en/blog/qwen3-6-27b-rtx3090-vs-thor/ https://multimodalflow.net/en/blog/qwen3-6-27b-rtx3090-vs-thor/ Thu, 18 Jun 2026 00:00:00 GMT Qwen3.6-27B outperforms 397B MoE models on coding benchmarks and fits on a single RTX 3090. Real inference numbers on RTX 3090 (Ollama) and Jetson Thor (llama.cpp) — and why June 2026's hottest models like Kimi K2.7-Code need very different hardware. https://multimodalflow.net/en/blog/edge-ai-deployment-checklist-2026/ https://multimodalflow.net/en/blog/edge-ai-deployment-checklist-2026/ Fri, 12 Jun 2026 00:00:00 GMT A practical checklist for deploying AI inference systems on edge hardware — covering hardware selection, model optimization, thermal management, monitoring, and the failure modes that only appear in production. https://multimodalflow.net/en/blog/tensorrt-vision-model-deployment/ https://multimodalflow.net/en/blog/tensorrt-vision-model-deployment/ Wed, 10 Jun 2026 00:00:00 GMT A practical guide to TensorRT optimization for vision models — what it does, where the real speedups come from, which layers benefit most, and how to avoid the common pitfalls when deploying on Jetson or RTX GPUs. https://multimodalflow.net/en/blog/qwen3-30b-vs-gemma4-26b-rtx3090/ https://multimodalflow.net/en/blog/qwen3-30b-vs-gemma4-26b-rtx3090/ Tue, 09 Jun 2026 00:00:00 GMT Head-to-head benchmark of Qwen3 30B and Gemma 4 26B on a single RTX 3090 with full VRAM available. Real Ollama API measurements — generation speed, prefill speed, and which model wins at each task. https://multimodalflow.net/en/blog/gemma4-sizes-rtx3090-benchmark/ https://multimodalflow.net/en/blog/gemma4-sizes-rtx3090-benchmark/ Mon, 08 Jun 2026 00:00:00 GMT Live benchmark of all three Gemma 4 sizes (4B, 12B, 26B) on a single RTX 3090. Shows how VRAM overflow kills generation speed on the 26B model, and which size actually makes sense for 24GB cards. https://multimodalflow.net/en/blog/gemma4-12b-benchmark-thor-vs-3090/ https://multimodalflow.net/en/blog/gemma4-12b-benchmark-thor-vs-3090/ Thu, 04 Jun 2026 00:00:00 GMT Real hardware benchmark of Google's Gemma 4 12B multimodal model on two platforms: NVIDIA Jetson AGX Thor (edge AI) and RTX 3090 (desktop GPU). Tokens per second, prefill speed, and memory from live hardware. https://multimodalflow.net/en/blog/locateanything-3b-benchmark-3090-vs-thor/ https://multimodalflow.net/en/blog/locateanything-3b-benchmark-3090-vs-thor/ Wed, 03 Jun 2026 00:00:00 GMT Real hardware benchmark of NVIDIA's LocateAnything-3B vision-language model across RTX 3090 and Jetson AGX Thor — inference speed, memory, and deployment conclusions for edge AI. https://multimodalflow.net/en/blog/best-ai-thumbnail-tools-2026/ https://multimodalflow.net/en/blog/best-ai-thumbnail-tools-2026/ Mon, 01 Jun 2026 00:00:00 GMT We tested the best AI tools for creating YouTube thumbnails in 2026 — including Midjourney, Canva AI, Adobe Firefly, and more — and ranked them by output quality, speed, and ease of use. https://multimodalflow.net/en/blog/jetson-thor-llm-benchmark/ https://multimodalflow.net/en/blog/jetson-thor-llm-benchmark/ Mon, 01 Jun 2026 00:00:00 GMT Real inference benchmarks on NVIDIA Jetson AGX Thor — Qwen3.6-35B-A3B FP8 via SGLang and Qwen2.5-1.5B Q4_K_M via llama.cpp. Tokens per second, TTFT, and memory usage from live hardware. https://multimodalflow.net/en/blog/jetson-thor-vs-orin-64gb-local-llm-benchmark/ https://multimodalflow.net/en/blog/jetson-thor-vs-orin-64gb-local-llm-benchmark/ Mon, 01 Jun 2026 00:00:00 GMT Hands-on local LLM benchmark notes from Jetson Thor and Jetson Orin 64GB, including Qwen model setup, latency, tokens per second, and practical deployment advice. https://multimodalflow.net/en/blog/midjourney-vs-flux-2026/ https://multimodalflow.net/en/blog/midjourney-vs-flux-2026/ Mon, 01 Jun 2026 00:00:00 GMT Midjourney v6.1 vs Flux 1.1 Pro — we tested both on photorealism, artistic styles, prompt accuracy, and pricing to tell you which one deserves your subscription. https://multimodalflow.net/en/blog/pika-review-2026/ https://multimodalflow.net/en/blog/pika-review-2026/ Mon, 01 Jun 2026 00:00:00 GMT A hands-on Pika Labs review for 2026: we tested video quality, the Pikaffects system, pricing, and how it compares to Runway and Kling for real creative work. https://multimodalflow.net/en/blog/best-ai-video-generators-2026/ https://multimodalflow.net/en/blog/best-ai-video-generators-2026/ Fri, 29 May 2026 00:00:00 GMT We tested 6 AI video generators — Runway, HeyGen, Kling, Pika, Seedance, and Sora — to find the best one for content creators, marketers, and filmmakers in 2026. https://multimodalflow.net/en/blog/heygen-review-2026/ https://multimodalflow.net/en/blog/heygen-review-2026/ Fri, 29 May 2026 00:00:00 GMT A full HeyGen review for 2026: we tested its AI avatar creation, video translation, lip sync, and pricing against Synthesia and D-ID to tell you if it's worth the cost. https://multimodalflow.net/en/blog/jetson-orin-llm-benchmark/ https://multimodalflow.net/en/blog/jetson-orin-llm-benchmark/ Fri, 29 May 2026 00:00:00 GMT Real hardware benchmarks for Llama 3.1 8B, Qwen2.5 7B, and Phi-3 Mini on a Jetson AGX Orin 64GB — tokens per second, TTFT, memory usage, and practical deployment notes. https://multimodalflow.net/en/blog/runway-vs-kling-2026/ https://multimodalflow.net/en/blog/runway-vs-kling-2026/ Fri, 29 May 2026 00:00:00 GMT Runway Gen-3 Alpha vs Kling 1.6 — we tested both tools on video quality, pricing, ease of use, and real-world workflows to tell you which one to subscribe to. https://multimodalflow.net/en/blog/seedance-2-review/ https://multimodalflow.net/en/blog/seedance-2-review/ Fri, 29 May 2026 00:00:00 GMT We tested Seedance 2.0 — ByteDance's multimodal AI video generator — against Runway Gen-3 and HeyGen. Here's an honest look at quality, pricing, and which tool is worth your money.