Unlike traditional RAG (Retrieval-Augmented Generation), RLM treats document context as an external variable in a Python REPL environment. The LLM doesn't see the full document - instead, it writes ...
MiniMax M3 Tool Calling: Build an Agentic Loop in Python MiniMax M3 Tool Calling: Build an Agentic Loop in Python Wire MiniMax M3's OpenAI-compatible API into a real tool-calling agent loop.
In Python, minimax regression exists only as a low-level optimization problem (via SCIPY or CVXPY) — there is no practical, diagnostic, ready-to-use implementation, which is exactly the gap UEE fills.
Storing context as a Python variable instead of in the prompt Allowing the LM to recursively explore and partition the context Avoiding "context rot" (performance degradation with long context) ...