Ian Thomas describes how the Horizon Experiences org in Meta's Reality Labs grew an organic AI-tooling community from a handful of people to 500+ over roughly a year, lifting weekly tool usage from under 50% to the mid-90s. The talk's thesis is that AI adoption in a large engineering org is best driven ground-up through an engineering-excellence framing, supported by a 6-dimension / 5-level maturity model run as team self-assessment workshops, with leadership support arriving only once a critical mass of bottom-up momentum exists.
Talk Thomas AI Native Engineering is a community-contributed Claude Code skill in the testing sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/talk-thomas-ai-native-engineering/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when the user asks about Ian Thomas's talk \"AI Native Engineering\" (Meta / Reality Labs / Horizon Experiences) — including questions about Meta's AI4P (AI For Productivity) programme, the 6-dimension / 5-level AI maturity model and self-assessment workshop, how Horizon rolled out AI tooling across 500+ engineers, engineering excellence as an adoption vehicle, anti-test-slop, autonomous code mods, the DRS risk-scoring tool, the Horizon MCP server, vanity metrics vs real productivity, or applying Thomas's ground-up-plus-top-down adoption playbook to their own org.
The Talk Thomas AI Native Engineering Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 146,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/talk-thomas-ai-native-engineering curl -L https://claudskills.com/skills/talk-thomas-ai-native-engineering/SKILL.md \ -o ~/.claude/skills/talk-thomas-ai-native-engineering/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/talk-thomas-ai-native-engineering/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/talk-thomas-ai-native-engineering/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\talk-thomas-ai-native-engineering\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
SKILL.md from the source repository to ~/.claude/skills/talk-thomas-ai-native-engineering/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Talk Thomas AI Native Engineering is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.If you reference this skill in a blog post, paper, or documentation, you can cite it as:
@misc{talk-thomas-ai-native-engineering-2026,
author = {jscraik},
title = {Talk Thomas AI Native Engineering [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/talk-thomas-ai-native-engineering/}
}Grade A · scanned 2026-07-06 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:
Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore
SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.