
crunr
Launch and run any compute job on AWS with 1 command
What it does
crunr — run it, ghost it. GPU compute is $1.5/hr. But your real bill looks like this: - Idle time sitting there: $800/mo - Infra team to manage it: $3,000/mo - Failed setups and debugging: days lost - 3am emergency fixes: priceless crunr fixes all of it. $ crunr run train.py --gpu Spins up → runs → terminates. You pay for compute only. Nothing else. No idle bills. No DevOps. No lingering servers. Built for ML researchers, indie AI builders, and startup teams who just want their job to run.
Does the same job
all alternatives →

- ASA simple scheduler for running jobs on GPUs2019 · github.com · ▲60



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Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
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Dev tools · May 2026 · github.com