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Nix Package & Configuration Manager
Development
Automates Nix package and configuration management following Determinate Systems best practices. Handles adding, updating, and removing packages in a flake-based setup, with instructions for maintenance tasks like flake updates and profile upgrades.
Regenerate Repo Status
Development
Regenerate REPO_STATUS.md — full snapshot of open PRs, local branches, issues, and discussions with merge-readiness and triage assessment.
Explain Code
Development
Explains code with visual diagrams and analogies. Use to explain how code works, teach about a codebase, or when the user asks how code works.
AI Agent Evaluation Systems
Testing
Design and implement comprehensive evaluation systems for AI agents, covering grader types (code-based, model-based, human), benchmarks (SWE-bench, Terminal-Bench), and production integration. Use this skill when building evals for coding, conversational, research, or computer-use agents to measure and improve agent performance reproducibly.
Datagrok UI Building Guidelines
Development
Guidelines for building UI components, viewers, and layouts in Datagrok TypeScript packages, covering tabs, grids, dialogs, and performance best practices.
Event Modeling for Legacy Systems
Development
Apply Event Modeling to legacy systems using the side-car pattern. Freeze old systems, extract events, and modernize without full rewrites.
brepjs-cad skill self-heal loop
Development
Autonomously self-heal a brepjs-cad skill from its own eval: /heal-skill implement, verify, or polish, then diagnose, fix, RED→GREEN re-verify, and ship a PR.
Thesis Writing Assistant
Content
Full-process thesis writing assistant for Chinese undergraduates. Supports entire workflow from topic selection to final export, including plagiarism reduction and AIGC detection.
Threat Modeling Expert
Security
Expert in threat modeling, security architecture review, and risk assessment using STRIDE, PASTA, and attack trees for secure-by-design systems.
Feature Specification Creation
Development
Create technology-agnostic feature specifications from user needs and requirements, enforcing specification-first development.
Implementing Canary Tokens for Network Intrusion Detection
Security
Deploys DNS, HTTP, and AWS API key canary tokens across network infrastructure to detect unauthorized access and lateral movement. Integrates with webhook alerting (Slack, Teams, email, generic HTTP) for real-time intrusion notifications.
Skrift Form System
Development
Pydantic-backed forms with CSRF protection, template rendering, and hook integration for the Skrift framework.