Swarm Agents That Turn Slow PyTorch Into Fast GPU Kernels
Forge turns PyTorch models into optimized CUDA and Triton kernels automatically. 32 AI agents run in parallel, each trying different optimization strategies like tensor cores, memory coalescing, and kernel fusion. A judge validates every kernel for correctness before benchmarking. We got 5x faster inference than torch.compile on Llama 3.1 8B and 4x on Qwen 2.5 7B. Works on any PyTorch model. Free trial on one kernel. Full credit refund if we don't beat torch.compile.
Hey PH!
If we don't beat torch.compile
you get your credits back!!
Real results on B200:
Llama 3.1 8B: 5x faster than torch.compile
Qwen 2.5 7B: 4x faster
SDXL UNet: 3x faster
About Forge Agent on Product Hunt
“Swarm Agents That Turn Slow PyTorch Into Fast GPU Kernels”
Forge Agent launched on Product Hunt on January 23rd, 2026 and earned 108 upvotes and 6 comments, placing #9 on the daily leaderboard. Forge turns PyTorch models into optimized CUDA and Triton kernels automatically. 32 AI agents run in parallel, each trying different optimization strategies like tensor cores, memory coalescing, and kernel fusion. A judge validates every kernel for correctness before benchmarking. We got 5x faster inference than torch.compile on Llama 3.1 8B and 4x on Qwen 2.5 7B. Works on any PyTorch model. Free trial on one kernel. Full credit refund if we don't beat torch.compile.
On the analytics side, Forge Agent competes within Hardware, Developer Tools and Artificial Intelligence — topics that collectively have 988.5k followers on Product Hunt. The dashboard above tracks how Forge Agent performed against the three products that launched closest to it on the same day.
Who hunted Forge Agent?
Forge Agent was hunted by Jaber Jaber. 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.
Jaber Jaber