melwyn.class
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Premium
15 minUpdated 2026-06-29

Keep long agent runs from blowing the context window

Compaction, context editing, and memory: when to reach for each so a long-running agent stays coherent and cheap.

The outcome

By the end you'll know which of compaction, context editing, and memory each long-run failure calls for, and how to wire them without losing state.

Premium playbook

This one is for the full library.

The free playbooks teach the method. The premium ones are the deep, tool-specific builds: every step, the gotchas, and the trade-offs spelled out. The library is still being built. Leave your email and you'll hear when it opens, and help decide what gets written next.