Live · Hardware-first LLM research · $10,000 goal

Help us buy the hardware to push LLM inference further.

Hardware comes first. At the full goal, we'll add features and maximize Colibri-M3 and oxidize across low-end systems and high-end GPUs.

$0.58

of $10,000.00

$2,500.00

First research hardware

$5,000.00

Low-end optimization matrix

$10,000.00

New features and maximum speed across low-end hardware and high-end GPUs

Updates every minute

Confirmed balances across Base, Ethereum, Solana, and Bitcoin. USD values move with market prices.

01

Hardware now

Acquire the systems needed to profile and validate the research.

02

Low-end speed

Maximize useful LLM performance on constrained hardware.

03

High-end GPUs

Add features and push throughput on powerful accelerators.

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Follow Colibri-M3 work, oxidize releases, and benchmark results on GitHub.

Zapdev-labs · Small-hardware LLM research fund

Verify our work on GitHub