The latest articles on Forem by Krish Wadhwani (@adviser_labs). https://forem.com/adviser_labs https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3619661%2F53dd425c-0f89-41fe-a6fb-dc321cbfa807.jpg https://forem.com/adviser_labs en Krish Wadhwani Wed, 19 Nov 2025 21:19:07 +0000 https://forem.com/adviser_labs/first-100-compute-free-a-one-command-way-to-run-heavy-jobs-in-the-cloud-looking-for-feedback-1cmo https://forem.com/adviser_labs/first-100-compute-free-a-one-command-way-to-run-heavy-jobs-in-the-cloud-looking-for-feedback-1cmo <p>Hey everyone! A few of us have been building a tool over the past year to simplify running compute-heavy workloads in the cloud. It started as something we made for internal research teams who didn’t want to spend time wiring up infra every time they ran a job, but we’re curious if it’s useful to a wider developer/DevOps audience.</p> <p>The problem we kept running into...</p> <p>Spinning up cloud resources for workloads: ML training, data pipelines, simulations, etc. usually requires a decent amount of DevOps plumbing...<br> -provisioning instances<br> -setting up environments<br> -handling IAM + networking<br> -writing Terraform<br> -scaling rules<br> -cleanup afterward</p> <p>A lot of folks told us they just wanted to run their code and not think about infra for every job.</p> <p><strong>What we built:</strong> We created Adviser, which lets you take any command you normally run and just prepend:</p> <p>adviser run </p> <p>Examples:</p> <p>adviser run python train.py<br> adviser run Rscript analysis.R<br> adviser run ./simulate</p> <p>Adviser handles provisioning, environment setup, cost/performance optimization, scaling, and teardown automatically. can be Python, R, C++, Rust, shell scripts - anything.</p> <p>Who this is for<br> -ML engineers, Data scientists, devops and platform engineers supporting heavy workloads, researchers running simulations or pipelines</p> <p>Why we’re posting here:<br> We’re opening up a self-serve version and genuinely want feedback from folks who run cloud workloads professionally. If this seems redundant, missing obvious features, or solves a real headache...all perspectives are helpful.</p> <p><strong>To make testing easier, we’re giving every new user $100 of free compute.</strong></p> <p>Links<br> Docs: <a href="https://github.com/adviserlabs/docs" rel="noopener noreferrer">https://github.com/adviserlabs/docs</a><br> Slack: <a href="https://www.adviser.sh/" rel="noopener noreferrer">https://www.adviser.sh/</a><br> Demo: <a href="https://www.youtube.com/shorts/F9feaOr3TbA" rel="noopener noreferrer">https://www.youtube.com/shorts/F9feaOr3TbA</a></p> <p>Happy to answer any questions or hear thoughts on what would make this more useful.</p> devops ai aws cloud