Execute AssemblyAI primary workflow: async transcription with audio
Optimize AssemblyAI costs through model selection, feature budgeting,
Install and configure AssemblyAI SDK authentication.
Configure AssemblyAI local development with hot reload and testing.
Implement AssemblyAI rate limiting, backoff, and queue-based throttling.
Implement AssemblyAI reference architecture with best-practice project
Apply production-ready AssemblyAI SDK patterns for TypeScript and Python.
Apply AssemblyAI security best practices for API keys, PII, and access
Implement AssemblyAI webhook handling for transcription completion events.
Analyze assertion quality, depth, variety, and false confidence in existing tests.
Use when code handles authentication, authorization, secrets, untrusted input, uploads, redirects, external requests, or sensitive data.
Assesses what a page's heatmap is telling you and recommends concrete changes.
Create valid, reliable assessment items across formats (multiple choice, constructed response, performance tasks) following psychometric…
Audit a proposed assessment for construct validity, reliability, and alignment to learning objectives.
Audits game assets for compliance with naming conventions, file size budgets, format standards, and pipeline requirements.
Generate deconstructed/exploded view prompts using Nano Banana 2.
Generate visual assets from text prompts: PNG images (Gemini / xAI Grok), GLB 3D models (Tripo3D), rigged biped characters, retargeted…
Manage Unity assets and import metadata with unity-cli.
Use when the user needs to bind users or teams to a Mobile Offline Profile so they actually receive offline sync on their devices.
It finds open JIRA tickets without an epic and presents them one by one with a suggestion for the best epic (based on alignment with…
Wraps each surfaced dimension as a self-contained 9-section autonomous-work-assignment envelope — scope, context, success criteria…