
Contributed to the hkuds/deepcode repository by delivering five new features focused on automation, context retrieval, and secure input handling. Developed resource identification and query augmentation capabilities that parse URLs and file paths, leveraging multiple agents for improved input classification and error handling. Built a Model Context Protocol server enabling authenticated news web search using DuckDuckGo, enhancing backend reliability. Enhanced the command-line interface with multi-mode input processing for flexible user experiences. Maintained repository hygiene through .gitignore updates and authored markdown documentation on curiosity-driven red teaming for LLMs. Utilized Python, AsyncIO, and API integration to ensure maintainable, robust, and user-focused solutions.
August 2025 highlights strong delivery across the hkuds/deepcode project: implemented Resource Identification and Query Augmentation, launched an MCP Server for News Web Search with secure authentication, improved repository hygiene, added a multi-mode CLI, and published curiosity-driven red teaming documentation. These efforts deliver clearer input handling, reliable context retrieval, maintainable codebase, and safer testing practices—driving automation, UX, and security improvements.
August 2025 highlights strong delivery across the hkuds/deepcode project: implemented Resource Identification and Query Augmentation, launched an MCP Server for News Web Search with secure authentication, improved repository hygiene, added a multi-mode CLI, and published curiosity-driven red teaming documentation. These efforts deliver clearer input handling, reliable context retrieval, maintainable codebase, and safer testing practices—driving automation, UX, and security improvements.

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