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.
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SMUAI Blog
Articles on our website and on our founder's Medium.com
How AI Agents Reliably Discover and Load Skills at Runtime
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.
Read morePortable Agent Skills Across Copilot, Codex, and Claude
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.
Read moreCustom Instructions for AI Coding Agents Without Duplication
Learn how Copilot, Codex, and Claude load repository instructions, and how we keep one source of truth while preserving tool-specific discovery paths.
Read moreThe Ship That Didn’t Kill Me
When Everything Fell Apart — And Why That Was Just the Beginning Continue reading on Medium »
Read moreDefault Value is Not Safe
In the fast-paced world of software development, it can be tempting to rely on default configurations and settings to speed up deployment… Continue reading on Venture »
Read moreAI-way or the highway
Facing Resistance? How to Convince Your Manager to Embrace AI Solutions? Continue reading on Follower Booster Hub »
Read moreLightGBM: A Leaf-Wise Move in Machine Learning
Discover LightGBM’s leaf-wise growth & histogram binning revolutionizing ML and AI. See its efficiency & speed vs. XGBoost in this short… Continue reading on Medium »
Read moreEscaping the Rat Race Trap: happily Self-employed & Remote
After I quit my full time job, I recently started working remotely as a software developer & data scientist Continue reading on Medium »
Read moreMaking Chatbots Safer: A Personal Perspective
Read more on Medium
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