Activate at the end of every Topic completion. Generates a System Evolution Log comparing code complexity, identifying meta-patterns mastered, documenting intentional agent stress-tests, and evaluating the student's growth trajectory. Invoke with /evolution.
This listing is imported from SkillsMP metadata and should be treated as untrusted until upstream source review is completed.
Install skill "evolution-log" with this command: npx skills add aman-bhandari/skillsmp-aman-bhandari-aman-bhandari-evolution-log
This source entry does not include full markdown content beyond metadata.
This detail page is rendered from real SKILL.md content. Trust labels are metadata-based hints, not a safety guarantee.
Related by shared tags or category signals.
Forces a planning phase before any code is written. Triggers on /architect or at the start of BUILD sessions. Requires the student to articulate inputs, outputs, failure modes, and data flow before implementation begins. Inspired by Copilot Plan Mode and production engineering practices.
Deep coach-style code review of code the student wrote. Triggers on /review or REVIEW prefix. Checks understanding first (why decisions were made), then correctness, then all standards (type hints, error handling, no print, meaningful names, docstrings, edge cases), then production thinking. Never rewrites code -- points to problems, the student fixes them.
Use when the student wants to see what the OS does when Python code runs. Wraps dis, sys.settrace, tracemalloc, strace, and /proc inspection. Invoke with /os-lens.
Systems-aware code review that extends the standard code-review skill. Checks resource management, memory footprint, GIL implications, fd hygiene, and failure modes at scale. Invoke with /review-systems.