Tool Calling

Master Go 1.21+ with modern patterns, advanced concurrency,

Azure Key Vault Secrets SDK for Rust. Use for storing and retrieving secrets, passwords, and API keys.

Azure Identity SDK for Rust authentication. Use for DeveloperToolsCredential, ManagedIdentityCredential, ClientSecretCredential, and token-based authentication.

Azure Key Vault Certificates SDK for Rust. Use for creating, importing, and managing certificates.

Azure Event Hubs SDK for Rust. Use for sending and receiving events, streaming data ingestion.

Azure Cosmos DB SDK for Rust (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data.

Azure AI Agents Persistent SDK for Java. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.

Optimal ViewModel and Wizard creation patterns for Avalonia using Zafiro and ReactiveUI.

Mandatory skills, conventions, and behavioral rules for Avalonia UI development using the Zafiro toolkit.

You are an accessibility expert specializing in WCAG compliance, inclusive design, and assistive technology compatibility. Conduct audits, identify barriers, and provide remediation guidance.

Build production ML systems with PyTorch 2.x, TensorFlow, and

Master Minecraft server plugin development with Bukkit, Spigot, and

Expert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and Lerna for efficient multi-project development. Use PROACTIVELY for monorepo setup,

Master orchestrator, peer-to-peer, and hierarchical multi-agent architectures

Expert network engineer specializing in modern cloud networking,

Build production-ready monitoring, logging, and tracing systems.

Generate and maintain OpenAPI 3.1 specifications from code, design-first specs, and validation patterns. Use when creating API documentation, generating SDKs, or ensuring API contract compliance.

Use when working with performance testing review multi agent review

Write idiomatic PHP code with generators, iterators, SPL data

Design pricing, packaging, and monetization strategies based on value, customer willingness to pay, and growth objectives.

Build read models and projections from event streams. Use when implementing CQRS read sides, building materialized views, or optimizing query performance in event-sourced systems.

Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writing Python tests, setting up test suites, or implementing testing best practices.

Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.

Build financial models, backtest trading strategies, and analyze