DUMEdb: open-source engine replaces 100k-token context replay with 1959-style unit-record memory

MadBradSmith · reddit · 2026-10-20

A developer open-sourced DUMEdb (Deterministic Unit-Record Memory Engine), targeting the "session amnesia" pain point of long-running agents: every restart replays 80k–120k tokens of transcripts, burning money, slowing local inference, and causing hallucinations past the 75% context ceiling.

The design borrows immutable unit-record accounting from the 1959 IBM 1401: instead of re-reading conversations, memory is stored as atomic fixed-column registers. Key mechanics:

Available via pip install dumedb, with a GitHub repo, live demo, odometer calculator, and an 88-second promo video.

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