oughtinc/ice

LangSmith Client SDK Implementations

An open-source visual programming environment for battle-testing prompts to LLMs.

DSPy: The framework for programming—not prompting—language models

A language model programming library.

A library for mechanistic interpretability of GPT-style language models

The LLM Anti-Framework

Production focused Self-harnessed LM runtime (RLM) that allows the LM to call its sub-lm with DSPy signatures. Define your inputs, outputs, and tools — the model handles its own control flow. Get fully interpretable trajectories and performance that scales directly with model improvements. Without context rot.