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ML Demo Interface with Gradio
Data & AI
Build demo web apps for machine learning models using Gradio, supporting images, text, audio, and video.
Create high-quality Git commits
Development
Analyze changes, run verification agents, and create optimized commits.
AI Builder - Code Development
Development
Implement backlogs through a structured feature-driven approach. Read requirements, reference existing features, design, code, and document.
Spindle - Rapid Classification
Productivity
Rapid sorting and classification stage for fragments, with filtering and theme extraction. Uses selectivity to control kill rate.
Setup Deployment
DevOps
Detects your deployment platform (Fly.io, Render, Vercel, etc.) and writes configuration to CLAUDE.md for automatic deploys.
Create GitHub Pull Request
DevOps
Creates GitHub pull requests with comprehensive validation. Uses parallel agents to verify code quality, security, and tests before submission.
Conventional Commit Validation
Development
Create a single Conventional Commit for the current changes, following the repo's commit-msg rules.
Research with primary sources
Productivity
Investigate a question using primary sources and capture findings as Markdown with citations.
Claude Production Checklist
DevOps
Production readiness checklist for Claude-powered applications covering error handling, monitoring, fallbacks, cost controls, and security.
Research with Primary Sources
Productivity
Investigate questions against high-trust primary sources and save findings as Markdown, using a background agent.
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.
Stack-Unwind Session Review
Productivity
Rebuilds a working session as a tree of completed tasks and open items left at the depth they were abandoned, sized by the measured thread shape.