Primary author Lee Sharks; Assembly contributors Claude, ChatGPT, Gemini, Grok, DeepSeek Β· 2026-01-02 Β· deposit #209
The documentβs diffuse guardrail model distributes control across the full information stack.
- L0 β Crawl: what is seen.
- L1a β Retention: what remains stored.
- L1b β Representation: how content is embedded, classified, and linked to entities.
- L2 β Ranking and retrieval: what is surfaced.
- L3 β Summarization: what retrieved material enters a composed answer and how it is cited.
- L4 β Framing: how the answer is categorized or disciplined.
- L5 β Feedback: how outputs alter future retrieval and representation.
Its epistemic convention is:
[OBS] β observed output or behavior;[INF] β inferred mechanism;[PRED] β prediction generated by the inference.
The document proposes an Authority Override Threshold for sensitive query classes, but labels it as a hypothesis.
It also defines research needs including:
- cross-domain time-to-index testing;
- orphan-page and duplicate-source tests;
- identity-disambiguation probes;
- exact-match versus semantic retrieval comparisons;
- provenance-retention and meaning-preservation metrics;
- longitudinal drift measurement.