# AWS Labs

> AWS application development

Skills for building, deploying, and operating applications on AWS.

## Profile stats

- Skills: 28
- Stars: 23k
- Best skill: cao-learning

## Links

- HTML page: https://omgskills.com/library/awslabs/
- GitHub: https://github.com/awslabs

## Featured skills

- [cao-learning](https://omgskills.com/skills/awslabs/cli-agent-orchestrator/cao-learning/index.md) — Report task outcomes and distill lessons so the team improves across runs — report\_outcome after each unit of work,...
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 969 stars
- [aws-lambda-microvms](https://omgskills.com/skills/awslabs/agent-plugins/plugins/aws-serverless/skills/aws-lambda-microvms/index.md) — Build, run, debug, and operate applications on AWS Lambda MicroVMs — Firecracker-isolated, snapshot-resumable...
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [dataset-evaluation](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/dataset-evaluation/index.md) — Validates dataset formatting and quality for SageMaker model fine-tuning (SFT, DPO, or RLVR).
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [directory-management](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/directory-management/index.md) — Manages project directory setup and artifact organization.
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [finetuning](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/finetuning/index.md) — Generates code that fine-tunes a base model using SageMaker serverless training jobs.
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [finetuning-technique](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/finetuning-technique/index.md) — Selects a fine-tuning technique (SFT, DPO, RLVR, or RLAIF) for the user's use case and validates it against the...
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [hyperpod-cluster-debugger](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/hyperpod-cluster-debugger/index.md) — Diagnose and remediate cluster-wide HyperPod (EKS or Slurm) problems — creation / deployment failures (CloudFormation,...
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [hyperpod-issue-report](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/hyperpod-issue-report/index.md) — Used to generate comprehensive issue reports from HyperPod clusters (EKS and Slurm) by collecting diagnostic logs and...
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [hyperpod-node-debugger](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/hyperpod-node-debugger/index.md) — Diagnose and remediate per-node issues on a HyperPod cluster (EKS or Slurm) — a specific node is unhealthy,...
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [hyperpod-performance-debugger](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/hyperpod-performance-debugger/index.md) — Diagnose performance issues on Amazon SageMaker HyperPod clusters — uneven NCCL bandwidth across nodes and poor...
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [hyperpod-slurm-debugger](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/hyperpod-slurm-debugger/index.md) — Diagnostic-only skill for Slurm scheduler and node-daemon issues on Amazon SageMaker HyperPod Slurm clusters.
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars
- [hyperpod-ssm](https://omgskills.com/skills/awslabs/agent-plugins/plugins/sagemaker-ai/skills/hyperpod-ssm/index.md) — Remote command execution and file transfer on SageMaker HyperPod cluster nodes via AWS Systems Manager (SSM).
   - [@awslabs](https://omgskills.com/library/awslabs/index.md) · 927 stars

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