Intelligenceshouldscalewiththeproblem,
notthememorybudget.

Our point of view

Context is a resource to steward, not a buffer to fill. Parsim preserves the signals that matter, compresses redundant attention state, and keeps recall deterministic so reasoning can continue across longer horizons.

RAW CONTEXT · 10M TOKENSANCHORS KEPT

16.4x

KV compression

960 GB → 58.5 GB

recall 99.98%

01 / 03

Protect the signal

Keep the instructions, decisions, and context that give each token its meaning.

02 / 03

Compress the overhead

Reduce redundant attention state before memory limits reasoning depth.

03 / 03

Extend the horizon

Let agents carry coherent reasoning further, with deterministic recall.

Intelligenceshouldscalewiththeproblem,notthememorybudget.

Protect the signal

Compress the overhead

Extend the horizon

Intelligenceshouldscalewiththeproblem,
notthememorybudget.