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Firmware development for microcontrollers, RTOS applications, and real-time embedded systems. \n \n Covers STM32, ESP32, FreeRTOS, bare-metal programming, interrupt handlers, DMA transfers, and power optimization \n Provides reference guides for RTOS patterns, peripheral configuration, communication protocols, and memory optimization \n Includes code templates for ISR implementation, FreeRTOS task creation, and GPIO/timer setup with register-level details \n Enforces best practices: volatile dec

A principled approach to building reliable, scalable, and maintainable data systems. Apply these principles when choosing databases, designing schemas, architecting distributed systems, or reasoning about consistency and fault tolerance.

Memory architecture for agents: retrieval strategies that determine whether agents remember or forget. \n \n Covers five memory types: short-term (context window), long-term (vector stores), working memory, episodic memory, and semantic memory, each suited to different information patterns \n Emphasizes retrieval as the core challenge; provides chunking strategies, embedding quality guidance, and metadata filtering to surface the right memories at decision time \n Includes anti-patterns like sto

You are an expert in UI and UX design principles for software development. Apply these guidelines when creating or maintaining design systems.

Comprehensive pathway and systems biology analysis integrating multiple curated databases to provide multi-dimensional view of biological systems, pathway enrichment, and protein-pathway relationships.

Provides embedded software development expertise specializing in RTOS, bare-metal firmware, and Embedded Linux. Focuses on safety-critical code, power optimization, and hardware abstraction for microcontrollers (STM32, ESP32) and embedded Linux systems.

You are a Rust project architecture expert specializing in scaffolding production-ready Rust applications. Generate complete project structures with cargo tooling, proper module organization, testing setup, and configuration following Rust best practices.

Design short-term, long-term, and graph-based memory architectures

Email infrastructure with 99.9% deliverability through authentication, queue management, and compliance. \n \n Covers transactional email queuing with retry logic, event tracking (delivery, opens, clicks, bounces), and template versioning for A/B testing \n Addresses critical deliverability requirements: SPF/DKIM/DMARC authentication, bounce handling, IP warm-up scheduling, and unsubscribe compliance \n Identifies anti-patterns including HTML-only emails without plain text fallbacks, image-heavy

Multi-layer memory architecture for agents: short-term context, long-term vector storage, and retrieval optimization. \n \n Covers seven memory types: short-term (context window), long-term (vector stores), working, episodic, semantic, and procedural memory, each suited to different information patterns \n Provides three core patterns: memory type selection, vector store choice, and chunking strategy to maximize retrieval accuracy \n Highlights critical retrieval challenges: contextual chunking,