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covi

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VRAM Ghost Busting: Who You Gonna Close()?

hcompany.ai
1 points·by covi·hace 18 días·0 comments

SkyPilot Sandboxes: Run Agent Code on Your Own Kubernetes, at Scale

blog.skypilot.co
6 points·by covi·el mes pasado·0 comments

RL Doesn't Work on Slurm

blog.skypilot.co
5 points·by covi·hace 2 meses·0 comments

SkyPilot: One system to use and manage all AI compute (K8s, 20 clouds, Slurm)

github.com
15 points·by covi·hace 6 meses·2 comments

The Evolution of AI Job Orchestration

blog.skypilot.co
2 points·by covi·hace 12 meses·0 comments

Large-Scale AI Batch Inference: 9x Faster Embedding Generation

blog.skypilot.co
1 points·by covi·el año pasado·0 comments

Abusing SQLite to Handle Concurrency

blog.skypilot.co
2 points·by covi·el año pasado·0 comments

Using DeepSeek R1 for RAG: Do's and Don'ts

blog.skypilot.co
13 points·by covi·el año pasado·0 comments

Building Large-Scale Image Search Using VectorDB and OpenAI Clip

blog.skypilot.co
3 points·by covi·el año pasado·2 comments

Fungible cloud compute and storage: AI training on any cloud

tigrisdata.com
2 points·by covi·hace 2 años·0 comments

Getting $1M cloud credits for AI startups – and using them wisely

blog.skypilot.co
1 points·by covi·hace 2 años·0 comments

You Ran the Operational Database on What? Testing Spot Instances

cockroachlabs.com
3 points·by covi·hace 2 años·1 comments

comments

covi
·hace 4 meses·discuss
This feels like the chimpanzee with a power drill. An agent is honestly just brute-force search, but guided.
covi
·hace 5 meses·discuss
The post says Slurm supports gang scheduling, k8s doesn't (out of the box).
covi
·el año pasado·discuss
Take a look at SkyPilot. Good for running these batch workloads. You can use spot instances to save costs.
covi
·el año pasado·discuss
To massively increase the reliability to get GPUs, you can use something like SkyPilot (https://github.com/skypilot-org/skypilot) to fall back across regions, clouds, or GPU choices. E.g.,

$ sky launch --gpus H100

will fall back across GCP regions, AWS, your clusters, etc. There are options to say try either H100 or H200 or A100 or <insert>.

Essentially the way you deal with it is to increase the infra search space.
covi
·el año pasado·discuss
Related: https://skyplane.org/en/latest/ (mentioned in OP)

From what I know this idea underpins a few FAANG-level companies' data transfer systems. OP's value = a simple implementation of the idea that's OSS and applied to AI.
covi
·el año pasado·discuss
Congrats on the API launch (from SkyPilot)!