Reference frameworks (STAR, SBI, CARL), anti-patterns, and standard interviewer follow-ups for behavioral interview prep. Use when extracting STAR stories from user's experience, mapping stories to a specific company or JD, running mock behavioral interviews, rehearsing behavioral story delivery, or debriefing a real…
Reference frameworks for coding interviews — the UMPIRE method, a pattern taxonomy (two-pointers, sliding-window, BFS/DFS, backtracking, dynamic-programming, graphs, and more), a Big-O cheatsheet, Python idioms, communication guidance, and anti-patterns. Used by the coding commands (/coding-explain, /practice-coding…
Reference frameworks (RESHADED, the 4S shorthand), capacity estimation cheatsheet, core building blocks (load balancing, caching, queues, sharding, replication, CAP), common tradeoffs, and anti-patterns for system design interview prep. Use when running /mock-sysdesign, /practice-sysdesign, /sysdesign-explain, or…
Use when the user wants to practice LeetCode problems, submit solutions, or set up LeetCode integration. Covers MCP server installation, learning-guided practice flow, solution submission, and authentication.
Use when the learner wants to practise reviewing existing code, a diff, or a pull request through guided questioning — discovering and justifying findings one concern at a time instead of receiving a dumped list or a rewrite. The first non-DSA skill in this suite. Not for chasing an already-observed concrete failure…
Use when the learner wants to build understanding of a general programming, software-engineering, systems, or architecture concept — references, recursion, closures, coupling, dependency injection, caching, concurrency, queues, consistency, and similar — through Socratic coaching from their current mental model, with…
Use when the learner has a vague feature request, issue, change request, or agent task and wants to turn it into an implementation-ready specification through guided questioning — clarifying observable behaviour, scope, non-goals, constraints, failure behaviour, acceptance criteria, and the smallest verifiable slice…
Expert LeetCode problem solver for optimized C++ coding interview solutions. Use when: the user pastes a LeetCode problem, asks for an optimized algorithm, wants C++ LeetCode code, needs a dry run, asks for line-by-line explanation, wants a hint before the solution, wants brute force to optimized progression, wants…