braineon is an engineered memory system. It happens to follow the same encode → consolidate → retrieve → monitor arc your field has characterised for a century — so here it is, mapped honestly, term by term.
A note on the analogy. This is not a brain model and makes no mechanistic claim. Where we write “like the hippocampus,” we mean functionally analogous — a shared vocabulary for engineers and neuroscientists, not an equivalence. The divergences are the interesting part.
The same four stages — only here every stage is inspectable state you can open, diff, and replay. Tap to separate them.
tap to separate ↑
Each construct as your field defines it, its counterpart in braineon, and where the engineered system parts ways.
Human memory is generative: when the trace is thin, cortex supplies a coherent story and the source tag is lost. Useful for gist; corrosive for facts.
braineon draws the opposite line. Below its confidence floor it abstains and hands back the nearest real candidates — the machine equivalent of intact source monitoring.
Ebbinghaus made forgetting a curve; interference makes it lossy and involuntary. You cannot choose what fades.
Here, the same power-law shape is a setting. Salience strengthens on use; the trivial can decay; and when policy demands it, a memory is erased cleanly and verifiably.
The dentate gyrus separates near-identical episodes; CA3 completes a partial cue. The brain arbitrates between them implicitly.
braineon exposes the arbitration: exact recall for separation, meaning-aware recall for completion, with a confidence route deciding which answers — and telling you which did.
Systems consolidation needs offline replay; that’s partly why sleep loss degrades memory and why each replay risks reshaping the trace.
braineon’s “consolidation” is a deterministic rebuild from the source files. It can run a thousand times and return byte-identical state — replay without the reshaping.
A memory that never distorts is not the same as a mind. These are the gaps — and our live research directions.
The full construct mapping, the abstention and decay models, and the benchmark methodology — cited, honestly qualified, and open to read right now. If you study human memory, we’d like your scrutiny.
Read the research brief →or get new findings as we publish them