Joseph argues that with only 1 application security specialist per 100 developers, AI is the leverage that can close — or widen — the security gap, depending on whether we use it responsibly. Through a tour of practical demos he shows how to use AI to write safer code, leverage MCP servers and skills, make supply chain decisions, fix vulnerabilities faster in the PR, and educate developers — while being honest about hallucinations, non-determinism, and the limits of AI as a security tool. The throughline: AI is not a replacement for security testing or human-in-the-loop, but it changes the…
Talk Katsioloudes Code Security AI is a community-contributed Claude Code skill in the appsec-tools sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/talk-katsioloudes-code-security-ai/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when the user asks about AI-assisted secure coding, MCP servers, skills, agentic workflows, the 1-to-100 security-to-developer gap, start left vs shift left, task flows, LLM-as-judge, supply-chain decisions, AI-assisted fuzzing, hallucinations and non-determinism in AI security review, GitHub Security Lab resources, or applying the talk's security framework to AI-assisted development.
The Talk Katsioloudes Code Security AI Claude Code skill is built for security engineers, penetration testers, DevSecOps practitioners, and development teams hardening codebases and infrastructure. 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-katsioloudes-code-security-ai curl -L https://claudskills.com/skills/talk-katsioloudes-code-security-ai/SKILL.md \ -o ~/.claude/skills/talk-katsioloudes-code-security-ai/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/talk-katsioloudes-code-security-ai/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/talk-katsioloudes-code-security-ai/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\talk-katsioloudes-code-security-ai\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-katsioloudes-code-security-ai/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 Katsioloudes Code Security AI is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Security 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-katsioloudes-code-security-ai-2026,
author = {jscraik},
title = {Talk Katsioloudes Code Security AI [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/talk-katsioloudes-code-security-ai/}
}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 Security skills in the ClaudSkills registry, or explore these other picks from the same category:
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SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.