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Pulse
See inside your model before it breaks
Pulse visualizes the internals of ML training — tensors, gradients — as live heatmaps, and uses an AI layer to pinpoint the cause of silent failures like NaN loss or exploding gradients. Runs entirely on CPU. Built solo, currently seeking beta testers of any ML experience level.
I built this because after I spent 6 months developing a 380 mil parameter llm from scratch, I realized that I had spent more time debugging than actually building.
About Pulse on Product Hunt
“See inside your model before it breaks”
Pulse was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #81 on the daily leaderboard. Pulse visualizes the internals of ML training — tensors, gradients — as live heatmaps, and uses an AI layer to pinpoint the cause of silent failures like NaN loss or exploding gradients. Runs entirely on CPU. Built solo, currently seeking beta testers of any ML experience level.
On the analytics side, Pulse competes within Developer Tools, Artificial Intelligence and Tech — topics that collectively have 1.6M followers on Product Hunt. The dashboard above tracks how Pulse performed against the three products that launched closest to it on the same day.
Who hunted Pulse?
Pulse was hunted by Yash Patel. 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 Pulse including community comment highlights and product details, visit the product overview.
Yash Patel