How LAO saves your tokens

LAO — Lineage Anchored Ontology. An independent component between your LLM and your Runtime. The LLM stays smart; LAO keeps it honest — and cheap.

The three layers

L1

Model selection · best value per task

Safety first: unfit models excluded Then speed Then cost Cache-aware request optimization
Output: the right model, the right price, for this task.
L2

Experience pipeline · your memory

Experience settles in as you work Mistakes become permanent constraints Context pruned to key anchors Every step asks permission
Output: structured, reusable experience — always yours.
L3

Answer calibration · never bluff

Intent lock: your meaning never altered Answers calibrated against your facts Calibration fails → honest fallback to raw answer
Output: "maybe right" becomes "right against your experience".

Open-source boundary

ModuleLicenseNote
Routing & model selectionApache 2.0 ✅Fully public
Calibration & memory componentsApache 2.0 ✅Core layer, no LLM dependency