backend▌

GoFrame v2 development conventions and component standards for Go services and APIs. \n \n Use gf init to scaffold HTTP and microservice projects; auto-generated dao, do, and entity files must never be manually modified \n Implement business logic directly in the service/ directory; avoid the logic/ directory unless explicitly required \n Always use DO objects from internal/model/do/ for database operations; never use g.Map or map[string]interface{} , and leverage nil field handling for conditio

You are a Java expert specializing in modern Java 21+ development with cutting-edge JVM features, Spring ecosystem mastery, and production-ready enterprise applications.

Comprehensive REST API reference for reading, creating, updating, and deleting Notion content. \n \n Covers all core endpoints: pages, blocks, databases, data sources, users, and comments with curl examples and required headers \n Includes authentication via API key, rate limiting (3 req/sec average), request size limits, and pagination patterns \n Provides error handling reference (400, 401, 403, 404, 429, 500+ status codes) and exponential backoff strategy for rate limits \n Requires confirmat

No Chat Output: Produce the handoff document only. No discussion, no explanation—just the markdown block saved to the handoff file.

Create comprehensive inline documentation for TypeScript codebases.

python-executor

Profile and optimize Python code using cProfile, memory profilers, and performance best practices. \n \n Covers CPU profiling with cProfile, line-by-line profiling with line_profiler, memory tracking with memory_profiler, and production profiling with py-spy \n Includes 20+ optimization patterns: list comprehensions, generators, string concatenation, dictionary lookups, NumPy vectorization, caching, multiprocessing, and async I/O \n Provides database optimization techniques including batch opera

These are idiomatic FastAPI patterns that may appear problematic but are correct:

Python 3.12+ development with FastAPI, Django, async patterns, and production tooling. \n \n Covers modern project structure, type hints with generics, and async/await patterns for I/O-bound operations \n Includes FastAPI patterns for building APIs with dependency injection, Pydantic models, and async request handlers \n Demonstrates testing strategies using pytest, async test fixtures, and mocking for async functions \n Recommends ruff for linting, mypy in strict mode, and pathlib for file oper

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