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Content

Integrates X (Twitter) functionality into NanoClawbster, allowing posting, liking, replying, retweeting, and quoting tweets via WhatsApp. Useful for managing X interactions through chat commands.

Development

Enforces Python coding conventions: imports at the top of the file, underscores for large numbers, minimal __init__.py content, mandatory keyword arguments for functions with more than one parameter, and required parameters without unnecessary defaults. Helps improve readability and consistency in Python codebases.

Content

Runs 18 NLP checks on blog content to flag AI-sounding patterns like repetitive structure, generic vocabulary, and lack of personal voice. Helps improve writing to read more human before publishing.

Testing

Audit user flows for friction and pain points. Use when reviewing a feature's UX, identifying drop-off risks, or getting actionable improvement recommendations based on industry best practices (Nielsen heuristics, Baymard benchmarks).

Design & Creativity

Optimizes mobile user experiences by implementing touch-friendly interfaces, responsive layouts, and proper viewport handling. Use when addressing 100vh issues, touch target sizing (44px minimum), safe areas, and mobile navigation patterns like bottom nav or hamburger menus. Provides Tailwind v4 token syntax for consistent touch spacing in Treido projects.

Data & AI

Geometric deep learning agent for polygenic risk score prediction with gene-gene interaction modeling and improved cross-ancestry portability using network integration.

Development

Quality gate that runs five parallel AI reviewers on every code diff against main. Each agent checks a specific dimension (code review, simplification, consistency, robustness, scope) and all must pass before commit. Helps catch issues early and enforce codebase standards.

DevOps

Replaces a failed AI agent when recovery has failed or the failure is terminal. Manages artifact preservation, manager approval, new agent creation, orchestrator notification, and work handoff. Use when an agent crashes irrecoverably and needs to be replaced with a new instance.

Data & AI

Create and validate paperconfig.yaml files to integrate omics publication data (RNA-seq, proteomics, metabolomics) into a knowledge graph. Used when adding new differential expression data from papers.

Development

Decompose complex problems into manageable parts, choose the right structural patterns, and design software systems that are understandable, changeable, and resilient. Use when starting a new project, refactoring a tangled codebase, or making architectural decisions that are expensive to change later.

Development

Implements LaTeX documents by delegating to a specialized subagent according to a pre-defined plan. Automatically updates task status, links artifacts, and commits changes after the subagent completes. Best used for creating or modifying LaTeX-based papers, reports, or documents.

Productivity

Generate a warm, compact daily briefing with weather, calendar events, and task overview. Start every morning with complete situational awareness.