Audit Agent Skills With a Practical Readiness Scorecard
Separate standards compliance, vendor compatibility, workflow quality, and runtime evidence with a ten-point Agent Skills audit designed for real engineering repositories.
Co-founder & CTO
Rayan Saade is the Co-founder and CTO of Start Me Up AI, a software engineer and AI developer with a background in building robust backend systems, data pipelines, and smart integrations for fast-moving teams. He leads the technical architecture and ensures all solutions are battle-tested, cleanly built, and ready to scale.
Before joining Start Me Up AI, Rayan spent years designing scalable architectures and diving deep into everything from master data management systems to blockchain solutions. His experience spans building high-performance systems that handle complex data flows and integrations.
In 2024, Rayan joined Nicolas to bring the vision of SMUAI to life: a platform that doesn't just offer AI tools but reshapes how startups approach product development. From automating dev workflows to embedding AI in the core of every build, he turns ideas intoproduction-ready, scalable solutions.
Rayan's goal is to help startups move faster without cutting corners, combiningpragmatic engineering with the power of generative AI. At Start Me Up AI, he makes sure the tools are not just smart—they're battle-tested, cleanly built, and ready to scale from day one.
Separate standards compliance, vendor compatibility, workflow quality, and runtime evidence with a ten-point Agent Skills audit designed for real engineering repositories.
Skill selection begins with metadata, not the hidden body. Learn the documented progressive-disclosure model and the observable evaluation method we use to improve routing.
The SKILL.md content format is portable, but discovery paths and runtime behavior differ. Use this vendor matrix and adapter strategy to avoid false one-setup claims.
Learn how Copilot, Codex, and Claude load repository instructions, and how we keep one source of truth while preserving tool-specific discovery paths.
Personas and skills are not interchangeable. Learn the separation we use between role, persistent repository rules, and task procedures—and where it is convention rather than standard.
Learn what the Agent Skills standard actually requires, what agents see during discovery, and the authoring practices we use to make workflows clear, safe, and testable.
A clean .github/ directory is the difference between agents that follow your standards and agents that guess. Here is the layout for skills, agents, and instructions — and the rules that keep each in its lane.
Agent Skills are reusable, folder-based capabilities that AI coding agents load on demand. Learn what the open SKILL.md standard is, how it works, and why it beats copy-pasting prompts across GitHub Copilot, Codex, and Claude.
We're thrilled to announce the upcoming launch of the AI Co-CTO, our flagship product within the ByblosAI Platform. Designed to transform how development teams build, test, and ship software.
In 2026, agentic development has reset the bar for external developers. Expect clean code, automated tests, production-grade documentation, and repo-specific AI agents that make future maintenance faster, safer, and less dependent on the original vendor.
Interested in discussing technical architecture or how AI can accelerate your startup's development?
Contact Rayan