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Expert guidance for building scalable Angular applications with TypeScript, signals, standalone components, and modern best practices.

A Python native client for easy interaction with Weaviate vector database instances, supporting semantic search, data management, and ML-powered queries.

Code style and conventions for the SiaPy spectral image processing library. Enforces type hints, naming patterns, and architecture standards.

Enforce engineering integrity by preventing overhyping, ensuring accurate technical claims, and maintaining honest documentation for production systems.

Development guide for the PolyAave protocol - a prediction-market collateralized lending system built on Aave V3 with multi-level debt tracking and oracle-driven pricing.

OpenAI-compatible Whisper API service using whisper.cpp for local audio transcription and translation

Expert assistant for working with DoW:DE leaderboard site - Next.js 14, Supabase, Relic API integration, replay system, and player statistics.

Extract structured data from PyPI packages using Marvin AI

Guide for developing with Real-Sim FIXS (Flexible Interface for XIL Simulation), a multi-resolution X-in-the-loop simulation framework for connected and automated vehicle testing.

Use langchain-core to build LLM applications with composable, modular abstractions. Access base classes for prompts, models, output parsers, and chains.

Design and implement a clean, step-based DSL library for defining actions with parameter validation, authorization, telemetry, and custom business logic in Elixir/Phoenix applications.

AI-powered incident response automation for DevOps teams. Provides coding standards, build commands, and architectural guidance for the Triage monorepo project.

Generate comprehensive end-to-end tests following Playwright best practices for locators, assertions, fixtures, parallelism, and debugging.

Guide for developing and maintaining a minimalist Go link shortener with htmx, SQLite, and hybrid auth

Expert assistant for the Dumbo modular LLM training framework. Helps with configuration, plugin development, and training workflows.

Comprehensive guide for mocking modules, functions, classes, globals, timers, and environment variables in Vitest tests

Expert guide for writing and running tests with Vitest, a Vite-native testing framework with Jest compatibility. Covers setup, configuration, test writing, and best practices.

Deploy serverless edge computing applications on Cloudflare's global network with Workers, KV storage, Durable Objects, and AI inference capabilities.

Creates comprehensive documentation for Railway platform deployments, covering configuration, environments, CI/CD, and best practices

Generates comprehensive documentation for Google Cloud Run services, jobs, and worker pools with best practices and implementation patterns.