ai-agent

Boost AI Performance with matrix_format_performance

Name: Boost AI Performance with matrix_format_performance
Author: gevtushenko

Optimize AI agent performance with matrix_format_performance, a tool for startup founders leveraging Cuda.

intermediate⏱ 30 minutes💵 Free

29 stars11 forksCudaGuide quality 8/10 · reviewed Jul 1Updated 11/16/2019100% free · open source

What it is

Use matrix_format_performance to optimize AI agent performance with Cuda.

Real use case example

"A founder of a social media moderation AI wants to increase the speed of their model to handle high traffic. They use matrix_format_performance to fine-tune their existing Cuda setup, then deploy the updated model, resulting in a 30% increase in handling capacity."

Best insideCursor

When to use it

•When developing AI models that rely heavily on matrix operations
•When optimizing AI agent performance for GPU acceleration
•When comparing the performance of different matrix formats in AI applications

Ready-to-paste prompt

./matrix_format_performance --matrix-size 1024 --format row_major

Heads up: Ensure you have a compatible CUDA version installed (e.g., CUDA 11.0 or later) to compile and run the code successfully

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/matrix-format-performance && curl -fsSL https://workflowstacks.com/api/skills/matrix-format-performance/claude-skill -o ~/.claude/skills/matrix-format-performance/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/matrix-format-performance && curl -fsSL https://workflowstacks.com/api/skills/matrix-format-performance/claude-skill -o ~/.claude/skills/matrix-format-performance/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

gevtushenko

Language

Cuda

Do this with a working workflow

Pages we wrote and tested that put a skill like this to work — importable n8n templates, outcome guides and Claude Desktop configs.

Outcome guide

Repurpose blog posts into social media content

Paste one piece of content into a private form and the workflow emails you back four ready-to-post formats — LinkedIn, X thread, Instagram, and an email blurb — all in the original’s voice.