Mor-Li

Active context management for Claude Code sessions. Translate the session jsonl into editable markdown, let an agent read/edit (delete = hide, rewrite = merge, leave alone = keep), then translate back to a new jsonl that `claude --resume` picks up. Use when the user says "context is filling up / compact the conversation / trim history / let the agent organize the context" or when you proactively detect context pressure. **Recommended**: spawn a dedicated subagent (strong model, e.g. Opus) to do the editing — that way the main conversation only pays for the eventual `cd ... && claude --resume <sid>` one-liner, not the scanning / pattern-matching / dry-running work. Companion to the ICLR 2026 paper "Sculptor: Empowering LLMs with Cognitive Agency via Active Context Management" (arXiv:2508.04664).