# Measure whether documentation lineage reduces duplicate and orphan decisions

> Claim: documentation blocks can disappear inside large AI context if they do not carry unique anchors and lineage. Expected effect: documentation writers add…

Canonical: https://optionos.app/guide/en/prediction-log
Published: 2026-07-13
Source: optionos-product:r19

Claim: documentation blocks can disappear inside large AI context if they do not carry unique anchors and lineage. Expected effect: documentation writers add not only prose, but objective node id, parent/root, relation, authority and judge.

Why we think this: AI reads many prompts, policies, skills, guides and notes. A small addition can fade inside the big picture when it does not show its parent. The two screenshots below are the observation that created the prediction: `base:*` anchor families in the base prompt, and `file:*` anchor families in file policy.

![base-prompt.md showing base namespace anchors](https://optionos.app/guide/context-forest-base-prompt-anchors.png)
*The base prompt shows namespace parent/child anchors such as `[base:1]` and `[base:1.1]` acting like addresses inside large context.*
1. `[base:1]` — parent scope / main node
2. `[base:1.1]` — child block / sub-node

![file.policy.md showing file namespace anchors](https://optionos.app/guide/context-forest-file-policy-anchors.png)
*The file policy screen shows how a file authority anchor and a section anchor are read in the same lineage tree.*
1. `[file:source-file-policy]` — file authority / source root
2. `[file:1]` — meaning section / child block

Falsifier: if anchors and lineage do not help agents recover the right parent/authority, do not reduce duplicate/orphan decisions, or only add scan noise, the prediction gets weaker.

Proven condition: multiple agents must recover the correct route in the same document family without relying on chat memory, and duplicate/orphan decisions must decrease.

Discard condition: index/lineage adds noise instead of reducing decision load.

Product surface: if Field Guide, docs or lineage UI make this visible, it can become a public feature; until then it is not a What’s New entry.
