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Enforces hardware safety protocols, requires explicit user approval before implementation, and prioritizes careful planning over immediate action. Designed for embedded systems with destructive operations.

Expert guidance for building secure web applications following OWASP Top 10 best practices, implementing authentication/authorization, data protection, and comprehensive security measures from the start.

Comprehensive coding standards and workflow for the vidkompy video processing project, including Python best practices, incremental development, and testing procedures

Build 3D vocabulary games and learning packs for Corpán, a k-12+ language learning platform with 27 languages

Expert-level TypeScript development with functional programming principles, multi-provider LLM architectures, and developer-friendly API design. Emphasizes composability, immutability, and pragmatic solutions.

Enforces Material UI tree-shaking, component structure, TypeScript safety, and linting standards for FastMind VS Code extension development

Enforces LBYL exception handling, modern type syntax, pathlib, and Python best practices for metaxy-style projects.

Development workflow and conventions for SwimTO, a Toronto indoor pool schedule aggregator deployed on Raspberry Pi k3s

Automated SSL/TLS certificate lifecycle management using ZeroSSL REST API with Ansible. Supports HTTP-01/DNS-01 validation, multi-domain SAN certificates, and automated renewal workflows.

Build and maintain TypeScript ORM with type-safe TypeQL abstractions for TypeDB database operations

Interactive web-based sales data analysis tool with Excel upload, statistical reporting, and visualizations. Bilingual (Russian/English) Streamlit application for time series analysis.

Generate reproducible data synopsis reports for over 100 species of British Columbia groundfish with standardized visualizations of catch statistics, survey maps, length/age compositions, and abundance indices.

Development guidelines for Python database obfuscation package using pydantic and UUIDs to map data models to ArangoDB

Guide for developing reinforcement learning web agents using Playwright, Hydra configuration, and browser automation in the WebServ environment

Multi-agent system that transforms conference/exhibition photos into professional PowerPoint presentations with image analysis, content synthesis, and automated slide generation

Instructions for developing data agents in the SWF (Scientific Workflow) framework, including naming patterns, messaging types, and logging utilities from example agents.

Development guidelines for Honeycomb's OpenTelemetry React Native SDK with build, test, and deployment workflows

Generate JavaScript learning projects following EmersonBraun's JS Dev Course structure with HTML/CSS/JS and progressive challenges

PowerShell module for deploying and managing multi-tenant SaaS applications on AWS with infrastructure as code using CloudFormation/SAM

Expert guidance for developing a Remix-based RSVP, waiver signing, and attendance tracking system for makerspaces and community workshops