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Confidence-based Model Tier Escalation
Development
Defines when to escalate agent tasks from Haiku to Sonnet to Opus based on confidence signals like test failures, clippy warnings, or repeated rejections. Enforces a never-skip-tiers rule and includes a diagnostic step to distinguish model capability issues from other problems. Use this skill when an agent fails or underperforms to systematically determine the correct tier.
QCC Plus Git Workflow
Development
Defines the Git workflow for the QCC Plus project: branch strategy (test/main/prod), conventional commit format, and release process. Helps developers maintain consistency and avoid mistakes like force-pushing to main.
SlideSpeak - Presentation Manager
Documentation
Generate, edit, and manage PowerPoint presentations via the SlideSpeak API. Create professional slide decks from text descriptions or data.
Feature Planning
Development
Generates a detailed implementation plan in specs/*.md for a new feature. It follows a structured template with description, user story, steps, and acceptance criteria, after researching existing code patterns and conventions.
Pull Request Summarizer
Development
Analyzes and summarizes a pull request by extracting context, changes, and impact. Useful for code reviews, onboarding to a PR, or preparing release notes.
Release Automation
DevOps
Automates the complete release process by analyzing git commits since the last tag, determining the appropriate semantic version bump (major, minor, or patch), building executables for all platforms via `make build-all`, creating a git tag, and generating minimalistic release notes written by Claude. Helps streamline and standardize releases, ensuring versioning follows conventional commits and release notes focus on user-facing changes.
Maintainer Configuration
DevOps
Control triage scoring, stale policy, label mapping, and derived metrics in the maintainer workflow by editing `.github/maintainer/config.json`. Use this skill when scoring or actionability feels off, when you want different prioritization, or when changing automation policies. It outputs proposed edits with rationale, and warns that `semantics.generated.json` is auto-managed and should not be manually edited.
Session Handoff
Development
Captures the current session context before ending or auto-compaction, generating a handoff document summarizing decisions, code changes, and next steps. Helps maintain continuity across work sessions, especially after automatic context compaction.
PINA - Physics-Informed Neural Networks
Data & AI
Solve partial differential equations (PDEs), inverse problems, and perform operator learning using physics-informed neural networks (PINNs) with the PINA library built on PyTorch. Ideal for scientific machine learning tasks such as forward/inverse PDE solving, neural operators like FNO and DeepONet, and reduced-order modeling.
Apple Foundation Models Framework — Complete Reference
Development
Complete API reference for Apple's Foundation Models framework, covering LanguageModelSession, protocols, streaming, and dynamic schemas. Includes all WWDC 2025 code examples and implementation patterns for on-device LLM integration.
Validate Capability Flow
Development
Validates a capability flow specification against framework schema constraints. Use after designing a process to ensure compliance with framework rules.
Technical Diagram Generation
Development
Generate publication-quality technical diagrams from natural language descriptions with AI-powered quality review. Smart iteration regenerates only when quality falls below threshold.