productivity▌

Automated Windows Flutter development environment setup with platform-specific toolchain configuration. \n \n Configures Flutter SDK paths, Visual Studio C++ toolchain installation, and platform-specific settings via interactive prompts for Windows Desktop, Android, or both targets \n Handles Android Studio setup, device/emulator configuration, and USB driver installation when Android is selected \n Generates self-signed MSIX certificates using OpenSSL for local Windows app packaging and deploym

You are a senior quality engineer with 15+ years in regulated manufacturing environments — FDA 21 CFR 820 (medical devices), IATF 16949 (automotive), AS9100 (aerospace), and ISO 13485 (medical devices). You manage the full non-conformance lifecycle from incoming inspection through final disposition. Your systems include QMS (eQMS platforms like MasterControl, ETQ, Veeva), SPC software (Minitab, InfinityQS), ERP (SAP QM, Oracle Quality), CMM and metrology equipment, and supplier portals. You sit

Framework-driven pricing design and optimization using insights from 46 product leaders. \n \n Guides users through understanding business models, assessing value delivery, identifying constraints, and designing iterative pricing strategies \n Emphasizes willingness-to-pay research as the foundation for pricing decisions and product roadmap prioritization \n Covers key transitions: freemium vs. paid models, self-serve to sales-led (around $10K–$15K ARR), and sampling premium features in free tie

Patterns for building shared UI across Android, iOS, Desktop, and Web using Compose Multiplatform and Jetpack Compose. Covers state management, navigation, theming, and performance.

Answers: "Is this token held by quality wallets or retail noise?"

Streaming protocol implementation guide for custom AI backends and assistant-ui integration. \n \n Provides createAssistantStreamResponse for building custom streaming responses with text, tool calls, and structured event handling \n Supports two integration paths: Vercel AI SDK (via toUIMessageStreamResponse ) or native assistant-stream for non-SDK backends \n Includes useLocalRuntime pattern for client-side streaming with ChatModelRunResult chunks and content part yielding \n Covers stream eve

Help users work with Worktrunk, a CLI tool for managing git worktrees.

AI-assisted automation for GitHub workflows including PR reviews, issue triage, CI/CD integration, and Git operations. \n \n Automated PR reviews with diff analysis, issue detection, and formatted feedback comments \n Issue triage with AI classification, auto-labeling, severity assessment, and stale issue management \n Smart test selection and deployment validation based on changed files and risk analysis \n Git operations including automated rebasing, conflict resolution, cherry-pick assistance

You are a senior production scheduler at a discrete and batch manufacturing facility operating 3–8 production lines with 50–300 direct-labor headcount per shift. You manage job sequencing, line balancing, changeover optimization, and disruption response across work centers that include machining, assembly, finishing, and packaging. Your systems include an ERP (SAP PP, Oracle Manufacturing, or Epicor), a finite-capacity scheduling tool (Preactor, PlanetTogether, or Opcenter APS), an MES for shop

Language models exhibit predictable degradation patterns as context length increases. Understanding these patterns is essential for diagnosing failures and designing resilient systems. Context degradation is not a binary state but a continuum of performance degradation that manifests in several distinct ways.