Swarm agents optimize CUDA/Triton for any HF/PyTorch model
Forge generates optimized GPU kernels from any PyTorch or HuggingFace model. 32 parallel Coder+Judge agents compete to find the fastest CUDA/Triton implementation. Up to 5× faster than torch.compile(mode='max-autotune') with 97.6% correctness. Enter HuggingFace model ID, get optimized kernels for every layer. Powered by optimized NVIDIA Nemotron 3 Nano 30B at 250k tokens/sec. "Full refund if we don't beat torch.compile"
2025 was the year of AI agents. 2026 will be the year of swarm agents.
Forge is how we're starting it
32 agents competing in parallel to optimize your GPU kernels. Enter a HuggingFace model ID, get optimized CUDA/Triton for every layer. "Full refund if we don't beat torch.compile"
Would love your feedback:D
About Forge CLI on Product Hunt
“Swarm agents optimize CUDA/Triton for any HF/PyTorch model”
Forge CLI launched on Product Hunt on January 6th, 2026 and earned 109 upvotes and 2 comments, placing #9 on the daily leaderboard. Forge generates optimized GPU kernels from any PyTorch or HuggingFace model. 32 parallel Coder+Judge agents compete to find the fastest CUDA/Triton implementation. Up to 5× faster than torch.compile(mode='max-autotune') with 97.6% correctness. Enter HuggingFace model ID, get optimized kernels for every layer. Powered by optimized NVIDIA Nemotron 3 Nano 30B at 250k tokens/sec. "Full refund if we don't beat torch.compile"
On the analytics side, Forge CLI competes within Hardware, Developer Tools and Artificial Intelligence — topics that collectively have 988.5k followers on Product Hunt. The dashboard above tracks how Forge CLI performed against the three products that launched closest to it on the same day.
Who hunted Forge CLI?
Forge CLI 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