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.
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SMUAI Blog
Articles on our website and on our founder's Medium.com
Portable 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.
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Custom 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.
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Agent Personas vs. Skills: Role, Rules, and Workflow
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.
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The Ship That Didn’t Kill Me
When Everything Fell Apart — And Why That Was Just the Beginning Continue reading on Medium »
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Default 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 »
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AI-way or the highway
Facing Resistance? How to Convince Your Manager to Embrace AI Solutions? Continue reading on Follower Booster Hub »
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LightGBM: 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 »
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Escaping 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 »
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Making Chatbots Safer: A Personal Perspective
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