docs: remove assistant-process wording

Author: Labeeb2339

README.md

@@ -60,8 +60,7 @@ and compared at an equal bit budget. See
 preserves the [failed signals and replacement](research/EXPERIMENT_001_SIGNAL_PIVOT.md)
 and the [untouched confirmation](research/CONFIRMATION_001.md).
 
-The user-suggested
-[Gated DeltaNet-2 paper](https://arxiv.org/abs/2605.22791) reinforces why erase,
+[Gated DeltaNet-2](https://arxiv.org/abs/2605.22791) reinforces why erase,
 write, and decay behavior should be analyzed separately. Its non-commercial
 reference code is not a RecurQuant dependency, and the initial target remains
 Apache-2.0 Qwen3.5.

research/CLAIM_BOUNDARY.md

@@ -35,8 +35,9 @@ audit and confirmatory experiments are required before stronger wording.
 - "Breakthrough," "state of the art," or "novel" based only on the pilot.
 - Authorship of Qwen3.5 or any other base model.
 
-## Authorship if the project succeeds
+## What this project contributes
 
-The defensible contribution would be the allocation method, implementation,
-evaluation protocol, and any clearly labelled derivative artifact. Qwen3.5 and
-its architecture remain credited to the Qwen team.
+RecurQuant's contribution is its allocation method, implementation, evaluation
+protocol, and clearly labelled derivative artifacts. It does not claim
+authorship of Qwen3.5 or its architecture, which remain credited to the Qwen
+team.

research/PRIOR_ART.md

@@ -36,8 +36,8 @@ the search before any paper or novelty statement.
 
 ## Architecture evidence
 
-- [Gated DeltaNet-2](https://arxiv.org/abs/2605.22791), suggested during this
-  project, separates channel-wise erase and write gates. It motivates analyzing
+- [Gated DeltaNet-2](https://arxiv.org/abs/2605.22791) separates channel-wise
+  erase and write gates. That distinction motivates analyzing
   the two state axes separately but does not establish precision allocation.
   Its [official code](https://github.com/NVlabs/GatedDeltaNet-2) uses the NVIDIA
   Source Code License-NC and is not copied into this Apache-2.0 repository.