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Conifer · Open Bounties

Beat our kernels.

Conifer’s compute kernels are hand-tuned per architecture. If you can write a faster one, prove it: upload yours in the Kernel Lab, clear a bit-exact parity gate, and win the slot head-to-head on the bench. No cheating — real numbers, on your own machine.

Open Campaigns01 live · 2 queued
LiveCAMPAIGN 01

Kernel Performance

Beat one of Conifer’s built-in compute kernels on its own ground. Pick a slot — attention, matmul, MoE routing — drop your kernel into the Kernel Lab, and it runs against the built-in under a bit-exact parity gate, then benchmarks both. You win when you’re correct and faster.

Slots
attention · matmul · MoE route
Backends
Metal · CUDA · Vulkan
Gate
bit-exact parity
Reward
pool — announced at open
Get Conifer & open the Kernel LabThe Kernel Lab ships inside the desktop app.
QueuedPrefill Throughputlong-context prefill, across quant levels
QueuedQuantized Decodeq4_K · q5_K · Q6_K decode efficiency
How a claim is judged
01

Upload

Point the Kernel Lab at your kernel source. It's referenced by path and compiled locally — the bytes never leave your machine.

02

Parity gate

Your kernel runs beside the built-in on real tensors. Its output must match within tolerance. Fail the gate and there's no score — correctness first.

03

Beat the bench

Same model, same context, head-to-head tokens per second. Beat the built-in and the slot — and the bounty — is yours.