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OpenStrate - Neural Machine Perception
It can take your video and reconstruct the environment!
OpenStrate turns phone, drone, dashcam, and RTSP camera video into 3D reconstructions, like Matterport-style walkthroughs without proprietary hardware: volumetric drone footage, smartphone 3D scanning, digital twins, inspection meshes, and dense point clouds. GLB/GLTF, Gaussian splatting, browser viewer, and reconstruction API for e-commerce, construction, robotics, insurance, telehealth, SAR, agtech, and more.
My inspiration came from a deep, firsthand frustration with the state of machine autonomy. I saw an industry obsessed with a "sensor arms race", strapping increasingly expensive, fragile, and power-hungry hardware onto machines, rather than making the machines themselves fundamentally smarter. It felt like trying to build the modern internet, but forcing every user to lay their own fiber-optic cables. I realized that the convergence of edge-compute and neural perception had reached an inflection point, and I was inspired to build Spacial Intelligence Labs because I knew someone had to build the foundational software layer to finally decouple machine intelligence from million-dollar hardware budgets.
I set out to solve the hardware bottleneck that prevents scalable, ubiquitous autonomy. Currently, for a drone or rover to understand 3D space, it relies on active sensors like LiDAR. Some of these are prohibitively expensive ($15k–$50k+), heavy, and drain batteries rapidly.
We initially focused purely on the deep-tech challenge, getting Monocular Depth Estimation and 3D Gaussian Splatting to run natively on constrained edge chips. However, the process quickly evolved when we realized that brilliant math is useless if developers and operators can't easily interact with it. This drove us to build and launch Openstrate.com.. Seeing nearly 100 organic active users adopt the prototype validated that developers desperately needed a frictionless way to deploy this intelligence.
About OpenStrate - Neural Machine Perception on Product Hunt
“It can take your video and reconstruct the environment!”
OpenStrate - Neural Machine Perception was submitted on Product Hunt and earned 5 upvotes and 3 comments, placing #75 on the daily leaderboard. OpenStrate turns phone, drone, dashcam, and RTSP camera video into 3D reconstructions, like Matterport-style walkthroughs without proprietary hardware: volumetric drone footage, smartphone 3D scanning, digital twins, inspection meshes, and dense point clouds. GLB/GLTF, Gaussian splatting, browser viewer, and reconstruction API for e-commerce, construction, robotics, insurance, telehealth, SAR, agtech, and more.
On the analytics side, OpenStrate - Neural Machine Perception competes within Virtual Reality, Artificial Intelligence and Augmented Reality — topics that collectively have 560.2k followers on Product Hunt. The dashboard above tracks how OpenStrate - Neural Machine Perception performed against the three products that launched closest to it on the same day.
Who hunted OpenStrate - Neural Machine Perception?
OpenStrate - Neural Machine Perception was hunted by Peter Korolev. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of OpenStrate - Neural Machine Perception including community comment highlights and product details, visit the product overview.
Peter Korolev