Maintain Adaptive Surfaces

Maintain Adaptive Surfaces is an AI Engineering skill for Claude Code, published by NVIDIA in NeMo-Relay.

165 stars67 forkson NVIDIA/NeMo-RelayAdded 2026/09/08+23% in starsRepository updated 2026/09/07

agentsaiatifatofclaude-codecodexdeepagentshermes-agentlangchainlanggraphmiddlewarenvidiaobservabilityopenclawopeninferenceoptimizationotelruntimesecurity

Install in seconds

Install Maintain Adaptive Surfaces

Copy Maintain Adaptive Surfaces into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/NVIDIA/NeMo-Relay/tree/main/.agents/skills/maintain-optimizer ~/.claude/skills/maintain-optimizer

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/NVIDIA/NeMo-Relay.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: .agents/skills/maintain-optimizer/SKILL.md in NVIDIA/NeMo-Relay
Installs to: ~/.claude/skills/maintain-optimizer
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 3670 skills

What Maintain Adaptive Surfaces does

Maintain Adaptive Surfaces keeps NeMo Relay’s adaptive config, plugin lifecycle, bindings, and docs aligned. Use it when changing the canonical adaptive model or when users still say optimizer.

Maintain Adaptive Surfaces is cataloged under AI Engineering on DirSkills. Maintain Adaptive Surfaces comes from a repository tagged agents, ai, atif, atof and claude-code.

Documentation

README

Excerpt

Config types and policies
Built-in adaptive section helpers
Plugin registration and composition
Plugin lifecycle
Reports and diagnostics

There is no separate public adaptive runtime handle.

See docs/plugins/adaptive/configuration.md and docs/about/concepts/plugins.md.

Keep In Sync

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Maintain Adaptive Surfaces

What else does NVIDIA publish alongside Maintain Adaptive Surfaces?
Maintain Adaptive Surfaces is one of 25 skills that DirSkills catalogs from NVIDIA/NeMo-Relay, the repository it ships in. Its siblings there include Adaptive Tuning, Add Binding Feature and Add Middleware. Each one is a separate skill with its own page in this directory, installs the same way Maintain Adaptive Surfaces does, and is maintained by NVIDIA in that same repository. The rest of the collection is listed on the NVIDIA/NeMo-Relay page.
How does Maintain Adaptive Surfaces compare to other AI Engineering skills?
Maintain Adaptive Surfaces ranks #3365 by stars among the 3670 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Maintain Adaptive Surfaces against them. Open each page to compare what they document and how they install.