StealIt

Spark Memory Thermal Ops

spark-memory-thermal-ops

Manage unified memory and thermals during long-running ML jobs on NVIDIA DGX Spark. Use when planning memory headroom for a training run on GB10, when a job OOMs on unified memory, or when monitoring temperature and power during multi-hour training.

Install

Run this in your project folder. It works with Claude Code, Cursor, Codex and dozens of other agents.

$ npx skills add wshobson/agents --skill spark-memory-thermal-ops

Needs Node.js. Add -g to install for every project, or -a claude-code to skip the agent picker.

How to use Spark Memory Thermal Ops

Once it's installed, Claude reads this skill on its own whenever a request matches what it's for, so you don't have to mention it by name. In Claude Code you can also run it directly by typing /spark-memory-thermal-ops.

It includes scripts that Claude may run on your computer, so skim them on GitHub before you install.

What the instructions cover

  1. 1Common Issues Quick Reference
  2. 2When to Use This Skill
  3. 3UMA Memory Model
  4. 4The OOM Ladder
  5. 5Thermal Monitoring
  6. 6Concurrent Workloads

Section headings from the skill's SKILL.md file.

What's inside · 3 files

  • SKILL.md
  • assets/thermal-sample.sh
  • references/uma-accounting.md

More from Seth Hobson

See all →

Accessibility Compliance

Implement WCAG 2.2 compliant interfaces with mobile accessibility, inclusive design patterns, and assistive technology support. Use when auditing accessibility, implementing ARIA…

Design & UISeth Hobson42k

AI Debt Detector

Use after generating code, after accepting AI suggestions, or when reviewing AI-written modules. Also use when code works but feels brittle, when error handling seems thin, when…

AI & AgentsSeth Hobson42k

Airflow Dag Patterns

Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling…

Data & DatabasesSeth Hobson42k

Angular Migration

Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning…

FrontendSeth Hobson42k
See all →

Supabase

Use when doing ANY task involving Supabase. Triggers: Supabase products (Database, Auth, Edge Functions, Realtime, Storage, Vectors, Cron, Queues); client libraries and SSR…

Data & DatabasesSupabase3k

Supabase Postgres Best Practices

Postgres best practices maintained by Supabase, for Postgres running anywhere. Load this skill BEFORE writing or changing anything that lives in a Postgres database: creating or…

Data & DatabasesSupabase3k

Azure Kusto

Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL for log analytics, telemetry, and time series analysis. WHEN: KQL queries, Kusto database queries, Azure Data…

Data & DatabasesMicrosoft1.6k

Azure Storage

Azure Storage Services including Blob Storage, File Shares, Queue Storage, Table Storage, and Data Lake. Answers questions about storage access tiers (hot, cool, cold, archive)…

Data & DatabasesMicrosoft1.6k