Other skills

Computational fluid dynamics simulation and analysis

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CEO/founder-mode plan review. Four modes: scope expansion, selective expansion, hold scope, scope reduction. 10 review sections from architecture through long-term trajectory. Nuclear scope challenge, dream state mapping, error and rescue registry. Optional cross-model outside voice.

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Evidence-based clinical decision support and diagnostic reasoning

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Performance regression detection. Captures TTFB, FCP, LCP, bundle sizes, request counts. Regression thresholds: timing >50% or >500ms. Baseline comparison, trend tracking, budget compliance scorecard.

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Removes freeze boundary. Hooks remain registered but allow everything.

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Protein engineering and directed evolution analysis using Adaptyv Bio platform

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Builds real-time communication systems with WebSockets or Socket.IO including bidirectional messaging, horizontal scaling with Redis, presence tracking, and room management.

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Integration with Benchling laboratory information management system

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Restricts file edits to a specified directory. Pre-tool hooks intercept Edit and Write operations. Trailing-slash matching prevents partial path collisions.

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Gene regulatory network inference using tree-based ensemble methods

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Combines careful + freeze. Dual protection: destructive command warnings plus edit boundary enforcement.

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Develops firmware for microcontrollers, implements RTOS applications, optimizes power consumption for STM32, ESP32, FreeRTOS, and bare-metal systems.

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Builds Django web applications and REST APIs with Django REST Framework, creates models with proper indexes, optimizes ORM queries, and configures JWT authentication.

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Builds cross-platform applications with Flutter 3+ and Dart including widget development, Riverpod/Bloc state management, GoRouter navigation, and platform-specific implementations.

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Builds PHP applications with modern PHP 8.3+ features, Laravel or Symfony frameworks, strict typing, PHPStan, async patterns with Swoole, and PSR standards.

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Conducts structured requirements workshops to produce feature specifications, user stories, EARS-format functional requirements, acceptance criteria, and implementation checklists.

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Effort breakdown and estimation

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Creative ideation with MDA analysis

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Player-facing release notes generation

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Performance and feel refinement coordination

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Technical debt tracking and prioritization

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Sprint creation and tracking

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Release coordination across departments

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Scope deviation detection

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