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loop engineering only holds up if the loop can remember. here's the part that decides it:

-> the context window resets to a fixed set of files every iteration, so the in-window memory is disposable

-> what has to survive lives outside the window: lean anchor files (VISION, PROMPT, MEMORY, SKILL.md) reset each pass, and a durable external store that persists across all of them

-> the loop recalls from the store before each pass and writes the outcome after, so run 47 reads what runs 1 through 46 learned

-> skip the store and it drifts, repeats finished work, and re-ingests its own early mistakes as truth. context rot hits around 20-30 turns and a loop runs thousands

the loop gives an agent persistence across time, memory is what keeps it from forgetting

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