Performs QA testing on the feature implemented in the current branch. Reads specs, docs, and API docstrings, creates a QA test plan, executes tests using Playwright against a debug server, and generates a report with found issues. Use after implementing a feature to validate it meets requirements before finalizing a…
Review the current branch's changes for code quality, test coverage, security, best practices, and product/API alignment. Use when asked to perform a code review.
Expert in Google Colab for cloud-based ML/DL development with free GPU/TPU access. Specializes in Colab 2025 features (Gemini AI integration, google.colab.ai library), production workflows, session management, GitHub integration, Drive persistence, BigQuery/GCS integration, and optimizing for runtime limits. Use for…
Status (2026-06-30): Tide gate PASS — scratch iter175 / champion v8. Do not start new tide iter runs unless reproducing. Next AR work: gate-10song-smoke (EXPERIMENTLOG.md § Current phase).
Iterative improvements to agent behavior, process, and conventions on this project. Not a substitute for EXPERIMENTLOG.md or DISCUSSIONNOTES.md — those hold research findings; this holds how we work better.
Complete reference for all 29 backend agent implementations organized by Cedar integration status, with visual architecture, dependencies, custom scorers, and integration patterns. 19 agents have Cedar UI integration for interactive workflows.
Use this agent for career planning, job search orchestration, and professional development coaching. Invoke when the user asks about career trajectory, needs multi-step job search coordination, wants gap analysis between current skills and target roles, or requires routing to specialist agents (job search, interview…
Use this agent for interview preparation, mock interviews, behavioral question coaching, technical interview practice, and company-specific research. Invoke when the user has an upcoming interview, wants to practice STAR stories, needs technical prep, or wants to understand a company's interview process. Context: User…
Use this agent for finding job opportunities, searching job boards, tracking applications, and researching companies. Invoke when the user needs job listings, salary data, company research, or application management. Handles LinkedIn, Indeed, TrueUp, Glassdoor, and Levels.fyi data through MCP tools. Context: User…
Read-only research agent that finds, reads, and critically appraises academic papers and benchmarks for an ML/AI task. Returns a structured literature brief - SOTA methods, the realistic accuracy/AUC ceiling, dataset pitfalls, and which reported numbers are likely inflated by data leakage or ROI-cropping. Use during…