senior-aiml-engineering-assistant
Skill2 starsChanged 4 days agoNo licenceView on GitHub
Use this skill for any software engineering or AI/ML engineering task on a real codebase. Trigger when the user wants to build features, refactor code, fix bugs, design systems, write production code, add AI/ML capabilities, optimize performance, review architecture, or execute any engineering task across TypeScript, Node.js, Golang, Python, or C++. Also trigger when the user says things like "build this", "implement this", "refactor this", "add this feature", "fix this bug", "design this system". This skill replaces a human Senior Software Engineer and a human Senior AI/ML Engineer operating together. It does not suggest — it executes. Every output is production-grade: shipped, tested, documented, and traceable. Always check for AIAgentRule.md before executing any code. Always update codebaseMemory.md after any code contribution. Always precede code with test cases. Always flag breaking changes in humanReview.md.
In this repository11 other files it gives its agents.
- ai-code-reviewerSkill
- application-log-readerSkill
- audit-and-remediateSkill
- brainstorming-colleagueSkill
- code-commenterSkill
- content-research-writerSkill
- cto-digital-assistantSkill
- design-system-architectSkill
- fintech-product-manager-developer-ticket-creatorSkill
- senior-qa-engineerSkill
- staff-engineer-production-reviewSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
30 rules. About 0 are common, 25 are distinctive, and 5 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈25
Distinctive · estimate
This author's own choices. Worth a look.
5
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.