---
title: "Build Applications on NVIDIA BlueField Faster with NVIDIA DOCA Agent Skills"
description: "General-purpose AI agents lack domain-specific knowledge for NVIDIA DOCA development, often inventing APIs or skipping hardware checks, leading to correction cycles. DOCA AI agent skills provide a structured, machine-readable specification in a SKILL.md file containing verified API signatures, hardware capability requirements, and build constraints for components like Flow, GPUNetIO, and PCC. In a 65-prompt evaluation, agents without skills satisfied only 19% of graded checklist items, while agents with skills satisfied 100% across all prompts. The skills reduce correction cycles; in a side-by-side demo, the with-skills agent used 73% less handwritten code and 46% fewer hardware commands. The skills are available on GitHub and enable developers to build faster, ship more stable code, and deploy with fewer unknowns on BlueField infrastructure."
---

# Build Applications on NVIDIA BlueField Faster with NVIDIA DOCA Agent Skills

[NVIDIA](https://yomu.fyi/company/nvidia-developer-blog) · Tanya Lenz · Oct 1, 2026

**Type:** Problem & solution

## Summary

General-purpose AI agents lack domain-specific knowledge for NVIDIA DOCA development, often inventing APIs or skipping hardware checks, leading to correction cycles. DOCA AI agent skills provide a structured, machine-readable specification in a SKILL.md file containing verified API signatures, hardware capability requirements, and build constraints for components like Flow, GPUNetIO, and PCC. In a 65-prompt evaluation, agents without skills satisfied only 19% of graded checklist items, while agents with skills satisfied 100% across all prompts. The skills reduce correction cycles; in a side-by-side demo, the with-skills agent used 73% less handwritten code and 46% fewer hardware commands. The skills are available on GitHub and enable developers to build faster, ship more stable code, and deploy with fewer unknowns on BlueField infrastructure.

## Context

NVIDIA DOCA is the unified software platform for BlueField DPUs, covering accelerated networking, storage, security, telemetry, and lifecycle management. General-purpose AI agents lack domain-specific knowledge for DOCA development, leading to errors like API misuse and skipped hardware checks. DOCA AI agent skills provide a structured, machine-readable specification to equip agents with verified API signatures, hardware requirements, and build constraints.

## Approach / What changed

DOCA AI agent skills are a lightweight, open format built around a SKILL.md file containing real API signatures, hardware capability requirements, and build constraints. They span the full DOCA library including Flow, GPUNetIO, PCC, and more. When an agent loads a skill, it gets real function signatures, correct pkg-config module names, build-container constraints, and common failure modes and mitigations. The skills are available on GitHub and cover four development scenarios: building faster with real APIs, verifying hardware before writing code, shipping code that compiles and links, and executing hardware changes safely.

## Takeaways

- Without DOCA skills, AI agents satisfied only 19% of graded checklist items across 65 real DOCA prompts; with skills, they satisfied 100%.
- The most frequent failure mode without skills was misuse of APIs and flags, affecting 59 of 65 prompts.
- In a side-by-side demo, the with-skills agent used 73% less handwritten code and 46% fewer hardware commands compared to the without-skills agent.

## FAQ

### What are DOCA AI agent skills?

DOCA AI agent skills are a standardized, machine-readable specification in a SKILL.md file that gives AI agents verified API signatures, hardware capability requirements, and build constraints for DOCA components like Flow, GPUNetIO, and PCC.

### How do DOCA skills improve agent performance?

In a 65-prompt evaluation, agents with skills satisfied 100% of checklist items versus 19% without. They reduce common errors such as API misuse, hardware capability verification, and build failures, leading to fewer correction cycles.

### Where can I get DOCA AI agent skills?

They are available on GitHub at the NVIDIA/skills repository. The repository includes general skills for a quick onramp and library-specific skills for DOCA Flow, GPUNetIO, RDMA, and more.

**Tags:** [AI Agents](https://yomu.fyi/topic/ai-agents), [BlueField](https://yomu.fyi/topic/bluefield), [DOCA](https://yomu.fyi/topic/doca), [DPU](https://yomu.fyi/topic/dpu), [NVIDIA](https://yomu.fyi/topic/nvidia)

- Source: [NVIDIA](https://developer.nvidia.com/blog/build-applications-on-nvidia-bluefield-faster-with-nvidia-doca-agent-skills)
- Source URL: https://developer.nvidia.com/blog/build-applications-on-nvidia-bluefield-faster-with-nvidia-doca-agent-skills
- Ingested by Yomu: 2026-10-01T21:00:13.082Z

[Read original post](https://developer.nvidia.com/blog/build-applications-on-nvidia-bluefield-faster-with-nvidia-doca-agent-skills)