docs: update CITATION.cff for SilverSight

- Add proper author attribution (Brandon Schneider / allaunthefox)
- Add abstract, keywords, date-released, and preferred-citation
- Add Research Stack as a parent software reference
- Flag placeholder arXiv ID for Giani et al. pending final assignment
- Validate YAML syntax with PyYAML

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CITATION.cff

@@ -1,13 +1,67 @@
-cff-version: "1.2.0"
+cff-version: 1.2.0
 message: "If you use this software, please cite it as below."
 type: software
-title: "SilverSight: Deterministic Equation Search via Fisher Geometry"
+title: "SilverSight: Deterministic Equation Search and Classification"
+abstract: >-
+  SilverSight is a deterministic equation search and classification system
+  built on chaos game theory, Sidon set addressing, Fisher information geometry,
+  and Lean-backed formal semantics. It provides a minimal invariant core
+  (Hachimoji states, AVM transition semantics, TIC axiom) and a library-method
+  architecture for fixed-point computation, braid eigensolid compression, and
+  universal mathematical expression encoding. The repository ports proven
+  concepts from Research Stack (OTOM) into a hardened, no-Float compute boundary.
 authors:
-  - family-names: "Allaun"
-    given-names: ""
+  - family-names: "Schneider"
+    given-names: "Brandon"
+    alias: "allaunthefox"
+  - name: "SilverSight Contributors"
 repository-code: "https://github.com/allaunthefox/SilverSight"
+url: "https://github.com/allaunthefox/SilverSight"
+date-released: 2026-06-21
 license: MIT
+keywords:
+  - deterministic-search
+  - equation-classification
+  - lean4
+  - formal-verification
+  - fixed-point-arithmetic
+  - q16_16
+  - sidon-sets
+  - braid-eigensolid
+  - fisher-information-geometry
+  - hachimoji-states
+  - avm-semantics
+  - reproducible-research
+preferred-citation:
+  type: software
+  title: "SilverSight: Deterministic Equation Search and Classification"
+  authors:
+    - family-names: "Schneider"
+      given-names: "Brandon"
+      alias: "allaunthefox"
+    - name: "SilverSight Contributors"
+  repository-code: "https://github.com/allaunthefox/SilverSight"
+  url: "https://github.com/allaunthefox/SilverSight"
+  date-released: 2026-06-21
+  license: MIT
+
 references:
+  - type: software
+    title: "Research Stack (OTOM)"
+    authors:
+      - family-names: "Schneider"
+        given-names: "Brandon"
+        alias: "allaunthefox"
+      - name: "Research Stack Contributors"
+    repository-code: "https://github.com/allaunthefox/Research-Stack"
+    url: "https://github.com/allaunthefox/Research-Stack"
+    date-released: 2026-05-08
+    license: Apache-2.0
+    notes: "Parent research repository from which SilverSight ports proven Lean modules, agent contracts, and fixed-point semantics."
+
+  # NOTE: The following four references are domain sources used by the
+  # PVGS_DQ_Bridge and BindingSite libraries. arXiv IDs and DOIs should be
+  # back-filled once the final preprint identifiers are confirmed.
   - type: article
     authors:
       - family-names: "Giani"
@@ -19,13 +73,14 @@ references:
     title: "Photon-Varied Gaussian States"
     year: 2025
     journal: "arXiv:2505.XXXXX"
+    notes: "Placeholder arXiv ID pending final preprint assignment."
   - type: article
     authors:
       - family-names: "Chabaud"
         given-names: "U."
       - family-names: "Mehraban"
         given-names: "S."
-    title: "Holomorphic representation of quantum states"
+    title: "Stellar representation of non-Gaussian quantum states"
     year: 2022
   - type: article
     authors: