OceanLi

**Issue:** **Multi-Step “Chain-of-Programs” Orchestrator** - **Description:** - Provide a multi-step orchestration pattern where each step is a distinct program snippet that refines or builds upon the previous step’s result. -...

**Issue:** **Program-of-Thought Execution & Validation** - **Description:** - Implement a specialized “program-of-thought” module where the AI agent must produce a Python snippet to validate or confirm reasoning before moving to...

directives and LioN Directive Language (LNDL)

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director class facilitate LLM dynamic action directive composition. It render LNDL (written by LLM) translate to callable function and submit to action manager for invoke

- validator , validate output format - prompter, optimize prompts (can integrate LLMlingua here) - scorer, score output - summarizer, summarize - planner, plan and take feedback and iteratively improve...

introduce agent class

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Though currently we use branch and session to make LLM calls and action invoke and perform simple iterative loops to apply techniques such as ReAct. The naming of these indicates...