The author demonstrates how an AI agent uses DeepSeek Harness's seven tools to dynamically create, register, run, stop, and version plugins in a sandboxed environment, with syntax validation, append-only versioning, and guided error messages, embodying a 'prevent errors, not malice' philosophy.
DeepSeek Harness (DSH) re‑architects the agent runtime by separating capability loading, clean exit handling, and task recovery into distinct boundaries, introducing Profile‑Preset configuration, a live Cordis runtime graph, a unified tool pipeline, session event logs, and dynamic Cordis for on‑the‑fly capability changes.
The author demonstrates how to quickly bootstrap a web UI with Pi Agent, create and dynamically load a custom “requirement management” plugin, and compares its speed, token efficiency, and iterative development experience to Deepseek Harness, showing Pi Agent as a lightweight, extensible AI platform.
This article explains how to dynamically load JAR plugins in a Spring Boot application using URLClassLoader, share the class loader with the main context, and register plugin classes as Spring beans both at startup and at runtime, enabling seamless extension without server restarts.
Thor is a unified Android container framework that combines Java and native hooking into a lightweight, dynamically loadable module, ensuring backward compatibility, hot‑plug plugin deployment, fault‑tolerant operation, and cloud‑controlled toggling, while real‑world plugins for threads, I/O, privacy, and memory deliver measurable performance and stability gains.
