a5c-ai

Interactive PM interview with expertise-adaptive questioning for requirements elicitation

Microsoft Semantic Kernel planner and plugin setup for orchestrated AI

Detect and recover previous planning sessions, reconstructing lost context from persistent planning files.

SetFit few-shot learning for efficient intent classification with minimal data

Convert requirements into structured technical specifications with architecture decisions

Plan implementation sprints with story selection, goal definition, and execution ordering.

Break technical specifications into small, implementable stories with dependency ordering

Implement user stories with test-driven development methodology.

Emit real-time progress events for streaming UI consumption.

Break epics into parallelizable tasks with acceptance criteria, effort estimates, and dependency graphs.

Cross-reference GitHub, Linear, Slack, and PostHog with bidirectional sync for team briefs

Execute Vitest and Playwright test suites with result collection and failure analysis.

Automated test validation, coverage checking, and quality metrics with aggressive defaults

Save URLs with auto-extracted insights, credibility scoring, and vault routing

Use when starting feature work that needs isolation from current workspace or before executing implementation plans.

Create comprehensive UX design with user flows, wireframes, and design systems.

Cross-domain pattern analysis with personal, professional, and project domain synthesis

Manage git worktree lifecycle for safe, isolated parallel development.

Use when creating new skills, editing existing skills, or verifying skills work before deployment.