#context-engineering

get-shit-done (GSD) is a lightweight yet powerful meta-prompting, context engineering, and spec-driven AI-assisted software development system. It fundamentally addresses 'context rot' in large language models, ensuring consistent code quality across diverse AI coding assistants like Claude Code, Copilot, and Gemini. GSD orchestrates complex subagent workflows, state management, and XML prompt formatting, offering developers a streamlined, high-efficiency experience. Featuring robust built-in quality gates, including schema drift detection, threat model-anchored security enforcement, and scope reduction detection, GSD reliably transforms ideas into high-quality, verified code, eliminating the overhead of traditional enterprise development complexities.

Honcho is an open-source memory library and managed service meticulously engineered for building stateful AI agents. It boasts cross-model, cross-framework, and cross-architecture compatibility, enabling agents to establish and continuously maintain state for any entity, including users, agents, and groups. Functioning as a continual learning system, Honcho intelligently comprehends and adapts to entities that evolve over time, thereby significantly boosting agent retention and user trust. Its core capabilities encompass application workflow management, persistent interaction history storage, and leveraging powerful reasoning to guide agent behavior. By offering features like natural language querying, dynamic session context management, and message search, Honcho empowers developers to construct highly intelligent chatbots and deliver truly personalized agent experiences.