Blog
Notes on edge AI engineering and practical deployment.
Jetson AGX Thor + Orbbec 3D Camera: Building a Local Multimodal Robot Inspection System
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.
JetsonJetson ThorRobotics3D VisionOrbbecVLMRAGEdge AIJetson Device Skills: Agentic Edge AI on AGX Orin 64GB — Install & Live Test
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.
JetsonOrinedge AIClaude CodeNemoClawLLMbenchmarkJetPackagentdeploymentQwable-v1 on NVIDIA Thor: Full Deployment, Testing & Evaluation
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.
JetsonThorQwableLLMSGLangAgentFable-5distillationedge inferencedeploymentClustering Two NVIDIA DGX Spark Systems: 200GbE Looks Fast, but NCCL Tells the Real Story
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.
DGX SparkNCCLRDMAvLLMmulti-node200GbERoCEdistributed inferenceLLMConnectX-7Qwen3.6-27B on RTX 3090 vs Jetson Thor: June 2026's Best Dense Coding Model, Benchmarked
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.
Qwen3.6benchmarkRTX 3090Jetson ThorLLMOllamallama.cppcodingedge inferenceEdge AI Deployment Checklist for Small Teams in 2026
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.
edge AIdeploymentJetsonproductionchecklistTensorRT for Computer Vision: What Actually Speeds Up Inference on Jetson and Desktop GPUs
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.
TensorRTJetsoninference optimizationcomputer visiondeploymentQwen3 30B vs Gemma 4 26B on RTX 3090: Full VRAM Showdown
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.
Qwen3Gemma4benchmarkRTX 3090LLMOllamalocal inferenceGemma 4 on RTX 3090: 4B vs 12B vs 26B Benchmark — What Happens When VRAM Runs Out
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.
Gemma4benchmarkRTX 3090LLMVRAMOllamalocal inferenceGemma 4 12B Benchmark: Jetson AGX Thor vs RTX 3090
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.
Gemma4benchmarkJetsonThorRTX 3090LLMedge inferencellama.cppLocateAnything-3B Benchmark: RTX 3090 vs Jetson AGX Thor
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.
locateanythingnvidiajetson thorrtx 3090benchmarkedge aivision language modelobject detectionBest AI Tools for YouTube Thumbnails in 2026 (Tested and Ranked)
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.
youtube thumbnailsai image generatorcanvamidjourneyadobe fireflycontent creation2026Jetson AGX Thor LLM Benchmark (2026): Qwen3.6-35B and Qwen2.5-1.5B Real-Hardware Results
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.
JetsonLLMbenchmarkedge inferenceQwenSGLangllama.cppThorJetson Thor vs Jetson Orin 64GB: Local LLM Benchmark Notes
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.
JetsonThorOrinLLMbenchmarkQwenSGLangOllamaMidjourney vs Flux 2026: Which AI Image Generator Is Actually Better?
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.
midjourneyfluxai image generatorcomparison2026image generationPika Labs Review 2026: Is It Worth Using for AI Video?
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.
pikapika labsai videovideo generatorreview2026Best AI Video Generators in 2026 (Tested & Ranked)
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.
ai videorunwayheygenklingpikasoravideo generator2026HeyGen Review 2026: Is It Still the Best AI Avatar Video Tool?
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.
heygenai videoai avatarvideo translationsynthesiamarketing videoLLM Inference Benchmarks on Jetson AGX Orin 64GB (2026)
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.
JetsonLLMedge inferencebenchmarkOrinllama.cppRunway vs Kling 2026: Which AI Video Generator Is Worth Your Money?
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.
ai videorunwayklingvideo generatorcomparison2026Seedance 2.0 Review (2026): ByteDance's AI Video Generator Tested
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.
ai videoseedancerunwayheygenbytedancevideo generator