Use when medium-to-large changes need explicit requirements, technical design, and task planning before implementation, especially for…
Classify the inheritance law mandate, determine the processing route, and set initial priorities. §§ 1922, 2229, 2303 German Civil Code…
Draft and refine the Specific Aims page (NIH) or project overview/objectives (NSF, DoD, foundations) of a research grant.
Guide the user through a structured specification process: define the goal, specify exactly what to build (and what NOT to build), and…
AI & LLM Systems Architect - Design RAG pipelines, vector search, semantic caching, evals, and tool-calling guardrails.
Software Architect - Make evidence-based system design decisions, document trade-offs and ADRs, and define modular, reliable…
Ambiguity Resolver - Detect, prioritize, and close specification ambiguity without inventing requirements.
Content Architect - Heading Structure, Readability, Multimodal, Fact-density.
Systematic Debugger - Reproduce, isolate, prove root causes, and produce a scoped fix plan.
Technical Planner - Convert approved specifications into an evidence-backed implementation plan.
Logic Challenger (Red Team) - Ask critical questions, find edge cases.
Roadmap Strategist - Maintain evidence-backed milestones, dependencies, risks, and phase transitions.
Security Auditor - Perform evidence-backed application, dependency, secret, and threat-model audits without silently modifying code.
Technical SEO Lead - Optimize Meta Tags, Sitemap, Core Web Vitals, Schema.org.
UI/UX Architect - Definition of Design System Anti-Slop, UI Components, Spacing, Typography, Responsive Patterns.
Implementation Validator - Decide whether implementation satisfies spec, governance, build, runtime, and evidence gates.
Track all URLs fetched during SpecStory AI coding sessions.
Organize SpecStory AI coding sessions in .specstory/history into year/month folders.
Analyze your SpecStory AI coding sessions in .specstory/history for yak shaving - when your initial goal got derailed into rabbit holes.
Debug and simulate ghostly phenomena using ordered locale theory and trifurcated interactions
Expert speech-language pathologist specializing in AI-powered speech therapy, phoneme analysis, articulation visualization, voice…