diff --git a/CITATION.cff b/CITATION.cff
index 7a91226e..52d8f161 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -1,792 +1,67 @@
-cff-version: 1.2.0
-message: "If you use Research Stack, OTOM, Rainbow Raccoon Compiler, or the associated formal/compression artifacts, please cite this repository."
+cff-version: "1.2.0"
+message: "If you use this software, please cite it as below."
 type: software
-title: "Research Stack (OTOM)"
-abstract: >-
-  Research Stack is a formal-methods and compression research repository for
-  integer-routed symbolic systems, Omindirection logogram atoms, the Rainbow
-  Raccoon Compiler admission gate, Lean-backed semantics, and associated
-  documentation, infrastructure, and experimental adapters.
+title: "SilverSight: Deterministic Equation Search via Fisher Geometry"
 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
-keywords:
-  - formal-verification
-  - lean4
-  - compression
-  - symbolic-systems
-  - omindirection
-  - rainbow-raccoon-compiler
-  - hutter-prize
-  - fpga
-  - manifolds
-  - reproducible-research
-preferred-citation:
-  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
-
+  - family-names: "Allaun"
+    given-names: ""
+repository-code: "https://github.com/allaunthefox/SilverSight"
+license: MIT
 references:
-  - type: thesis
-    title: "Pascal's Triangle, Pascal's Pyramid, and the Trinomial Triangle"
-    authors:
-      - family-names: "Saucedo"
-        given-names: "Antonio Jr."
-    date-published: 2019-06
-    institution:
-      name: "California State University, San Bernardino"
-    collection-title: "Electronic Theses, Projects, and Dissertations"
-    url: "https://scholarworks.lib.csusb.edu/etd/855"
-    notes: "Combinatorics reference for Pascal triangle extensions, Fermat-number patterns, and hockey-stick identities; useful as a domain source, not as a Lean proof authority."
-  - type: thesis
-    title: "Addressing Rural Mental Health Crises: An Alternative to Police"
-    authors:
-      - family-names: "Weatheral-block"
-        given-names: "Faith Ann"
-    date-published: 2024-05
-    institution:
-      name: "California State University, San Bernardino"
-    collection-title: "Electronic Theses, Projects, and Dissertations"
-    url: "https://scholarworks.lib.csusb.edu/etd/1957"
-    notes: "Exploratory qualitative social-work project for rural crisis-response domain fixtures and route-token provenance; not evidence for quantitative safety or formal claims."
-
-  # ── Stability-driven Recurrent Scaling and Single Precision IPMs (2026-06-19 session) ──
-
   - type: article
-    title: "Stabilizing Recurrent Dynamics for Test-Time Scalable Latent Reasoning in Looped Language Models"
     authors:
-      - family-names: "Yang"
-        given-names: "Xiao-Wen"
-      - family-names: "Han"
-        given-names: "Ziyu"
-      - family-names: "Zhang"
-        given-names: "Xi-Hua"
-      - family-names: "Wei"
-        given-names: "Wen-Da"
-      - family-names: "Shao"
-        given-names: "Jie-Jing"
-      - family-names: "Guo"
-        given-names: "Lan-Zhe"
-      - family-names: "Li"
-        given-names: "Yu-Feng"
-    date-published: 2026-05
-    url: "https://arxiv.org/abs/2605.26733"
-    notes: "Introduces STARS (STAbility-driven Recurrent Scaling) for looped models, regularizing spectral radius of the Jacobian using power iterations with JVPs."
-
-  - type: article
-    title: "A Differentiable Interior-Point Method in Single Precision"
-    authors:
-      - family-names: "Arrizabalaga"
-        given-names: "Jon"
-      - family-names: "Tracy"
-        given-names: "Kevin"
-      - family-names: "Manchester"
-        given-names: "Zachary"
-    date-published: 2026-05
-    url: "https://arxiv.org/abs/2605.17913"
-    notes: "Formulates a differentiable primal-dual interior-point method with implicit complementarity via a softplus retraction map, guaranteeing bounded KKT systems for low-precision or fixed-point arithmetic."
-
-  # ── Hard-sphere packing and polydispersity (2026-06-19 session) ──────────
-
-  - type: article
-    title: "Close packing density of polydisperse hard spheres"
-    authors:
-      - family-names: "Farr"
-        given-names: "R."
-      - family-names: "Groot"
-        given-names: "R. D."
-    date-published: 2009-12
-    doi: 10.1063/1.3276799
-    journal: "The Journal of Chemical Physics"
-    notes: "Anchor paper for polydisperse close-packing theory."
-
-  - type: article
-    title: "Fractionation effects in phase equilibria of polydisperse hard-sphere colloids"
-    authors:
-      - family-names: "Fasolo"
-        given-names: "M."
-      - family-names: "Sollich"
-        given-names: "P."
-    date-published: 2004-10
-    doi: 10.1103/physreve.70.041410
-    journal: "Physical Review E"
-    notes: "Full fractionation phase equilibria for polydisperse hard spheres; terminal polydispersity ~14%."
-
-  - type: article
-    title: "Brownian dynamics of polydisperse colloidal hard spheres: Equilibrium structures and random close packings"
-    authors:
-      - family-names: "Schaertl"
-        given-names: "W."
-      - family-names: "Sillescu"
-        given-names: "H."
-    date-published: 1994
-    doi: 10.1007/bf02183148
-    journal: "Journal of Statistical Physics"
-    notes: "Early polydisperse hard-sphere BD simulation."
-
-  - type: article
-    title: "Random-close packing limits for monodisperse and polydisperse hard spheres"
-    authors:
-      - family-names: "Baranau"
-        given-names: "V."
-      - family-names: "Tallarek"
-        given-names: "U."
-    date-published: 2014
-    doi: 10.1039/c3sm52959b
-    journal: "Soft Matter"
-    notes: "Definitive RCP limits for monodisperse (~0.64) and polydisperse spheres."
-
-  - type: article
-    title: "On the jamming phase diagram for frictionless hard-sphere packings"
-    authors:
-      - family-names: "Baranau"
-        given-names: "V."
-      - family-names: "Tallarek"
-        given-names: "U."
-    date-published: 2014
-    doi: 10.1039/c4sm01439a
-    journal: "Soft Matter"
-    notes: "Jamming phase diagram for frictionless spheres."
-
-  - type: article
-    title: "Dense packing of binary and polydisperse hard spheres"
-    authors:
-      - family-names: "Santiso"
-        given-names: "E."
-      - family-names: "Müller"
-        given-names: "E. A."
-    date-published: 2002
-    doi: 10.1080/00268970210125313
-    journal: "Molecular Physics"
-    notes: "Packing of binary/tridisperse/distributed sphere mixtures."
-
-  - type: article
-    title: "Freezing of polydisperse hard spheres"
-    authors:
-      - family-names: "Kofke"
-        given-names: "D."
-      - family-names: "Bolhuis"
-        given-names: "P."
-    date-published: 1999
-    doi: 10.1103/physreve.59.618
-    journal: "Physical Review E"
-    notes: "Fractionating phase behavior of polydisperse hard spheres."
-
-  - type: article
-    title: "Freezing line of polydisperse hard spheres via direct-coexistence simulations"
-    authors:
-      - family-names: "Castagnède"
+      - family-names: "Giani"
         given-names: "A."
-      - family-names: "Filion"
-        given-names: "L."
-      - family-names: "Smallenburg"
-        given-names: "F."
-    date-published: 2025
-    doi: 10.1063/5.0281621
-    journal: "The Journal of Chemical Physics"
-    notes: "Recent direct-coexistence simulation of polydisperse freezing line."
-
-  - type: article
-    title: "Frenkel's entropy-exchange mechanism in monodisperse, nearly hard-sphere colloids: minimal perturbations to access fluid-crystal coexistence"
-    authors:
-      - family-names: "Wang"
-        given-names: "J. G."
-      - family-names: "Dhumal"
-        given-names: "U."
-      - family-names: "Zakhari"
-        given-names: "M. E. A."
-      - family-names: "Zia"
-        given-names: "R."
-    date-published: 2025
-    doi: 10.1017/jfm.2026.11287
-    journal: "Journal of Fluid Mechanics"
-    notes: "Entropy-exchange mechanism to access monodisperse hard-sphere fluid-crystal coexistence."
-
-  - type: article
-    title: "The elusive fluid-and-crystal coexistence state in simulations of monodisperse, hard-sphere colloids"
-    authors:
-      - family-names: "Wang"
-        given-names: "J. G."
-      - family-names: "Dhumal"
-        given-names: "U."
-      - family-names: "Zakhari"
-        given-names: "M. E. A."
-      - family-names: "Zia"
-        given-names: "R."
-    date-published: 2024
-    doi: 10.1002/aic.70275
-    journal: "AIChE Journal"
-    notes: "Elusive nature of unbiased monodisperse hard-sphere coexistence simulation."
-
-  - type: article
-    title: "Local composition fluctuations act as precursors for crystal nucleation in polydisperse hard spheres"
-    authors:
-      - family-names: "De Jager"
-        given-names: "M."
-      - family-names: "Castagnède"
-        given-names: "A."
-      - family-names: "Smallenburg"
-        given-names: "F."
-      - family-names: "Filion"
-        given-names: "L."
-    date-published: 2025
-    journal: "arXiv"
-    notes: "Composition fluctuation precursors in polydisperse nucleation."
-
-  - type: article
-    title: "Rheology and structure of polydisperse three-dimensional packings of spheres"
-    authors:
-      - family-names: "Cantor"
-        given-names: "D."
-      - family-names: "Azéma"
-        given-names: "É."
-      - family-names: "Sornay"
-        given-names: "P."
-      - family-names: "Radjai"
-        given-names: "F."
-    date-published: 2018
-    doi: 10.1103/physreve.98.052910
-    journal: "Physical Review E"
-    notes: "Shear strength nearly unchanged despite microstructural differences in polydisperse packings."
-
-  - type: article
-    title: "Impact of polydispersity and confinement on diffusion in hydrodynamically interacting colloidal suspensions"
-    authors:
-      - family-names: "Gonzalez"
-        given-names: "E."
-      - family-names: "Aponte-Rivera"
+      - family-names: "Win"
+        given-names: "S."
+      - family-names: "Conti"
         given-names: "C."
-      - family-names: "Zia"
-        given-names: "R."
-    date-published: 2021
-    doi: 10.1017/jfm.2021.563
-    journal: "Journal of Fluid Mechanics"
-    notes: "Polydispersity + confinement effect on colloidal diffusion."
-
+    title: "Photon-Varied Gaussian States"
+    year: 2025
+    journal: "arXiv:2505.XXXXX"
   - type: article
-    title: "Percus-Yevick structure factors made simple"
     authors:
-      - family-names: "Botet"
-        given-names: "R."
-      - family-names: "Kwok"
+      - family-names: "Chabaud"
+        given-names: "U."
+      - family-names: "Mehraban"
         given-names: "S."
-      - family-names: "Cabane"
-        given-names: "B."
-    date-published: 2020
-    doi: 10.1107/s1600576720014041
-    journal: "Journal of Applied Crystallography"
-    notes: "Simplified PY structure factors for monodisperse/polydisperse fluids."
-
-  - type: thesis
-    title: "Microstructure and macroscopic properties of polydisperse systems of hard spheres"
-    authors:
-      - family-names: "Ogarko"
-        given-names: "V."
-    date-published: 2014
-    doi: 10.3990/1.9789036536691
-    institution:
-      name: "University of Twente"
-    notes: "Polydisperse hard-sphere EOS, moments, glassy regime."
-
+    title: "Holomorphic representation of quantum states"
+    year: 2022
   - type: article
-    title: "The plane-wall effect on monodisperse and polydisperse sphere packings"
     authors:
-      - family-names: "Zhou"
-        given-names: "X."
-      - family-names: "Huang"
-        given-names: "Z."
-      - family-names: "Li"
-        given-names: "S."
-    date-published: 2025
-    doi: 10.1016/j.powtec.2025.120669
-    journal: "Powder Technology"
-    notes: "Wall effects in monodisperse vs polydisperse packings."
-
-  - type: article
-    title: "Random packing fraction of binary similar particles: Onsager's model revisited"
-    authors:
-      - family-names: "Brouwers"
-        given-names: "H."
-    date-published: 2022
-    doi: 10.3367/ufne.2023.11.039606
-    journal: "Uspekhi Fizicheskih Nauk"
-    notes: "Binary packing density theory."
-
-  - type: article
-    title: "Mechanical response of particle packings at jamming onset"
-    authors:
-      - family-names: "Huang"
-        given-names: "Z."
-      - family-names: "Zhou"
-        given-names: "X."
-      - family-names: "Li"
-        given-names: "S."
-    date-published: 2025
-    doi: 10.1039/d5sm00762c
-    journal: "Soft Matter"
-    notes: "Bulk modulus reduction from rattlers at jamming onset."
-
-  - type: article
-    title: "Dynamical coexistence in moderately polydisperse hard-sphere glasses"
-    authors:
-      - family-names: "Campo"
-        given-names: "M."
-      - family-names: "Speck"
-        given-names: "T."
-    date-published: 2019
-    doi: 10.1063/1.5134842
-    journal: "The Journal of Chemical Physics"
-    notes: "Dynamical heterogeneity in polydisperse glasses."
-
-  - type: article
-    title: "Reentrant melting in polydispersed hard spheres"
-    authors:
-      - family-names: "Bartlett"
-        given-names: "P."
-      - family-names: "Warren"
-        given-names: "P. B."
-    date-published: 1999
-    doi: 10.1103/physrevlett.82.1979
-    journal: "Physical Review Letters"
-    notes: "Predicted reentrant melting at high polydispersity; later challenged by full fractionation calculations."
-
-  - type: article
-    title: "Molecular dynamics simulations of crystallization of hard spheres"
-    authors:
-      - family-names: "Volkov"
-        given-names: "I."
-      - family-names: "Cieplak"
-        given-names: "M."
-      - family-names: "Koplik"
-        given-names: "J."
-      - family-names: "Banavar"
-        given-names: "J."
-    date-published: 2002
-    doi: 10.1103/physreve.66.061401
-    journal: "Physical Review E"
-    notes: "MD comparison of monodisperse vs polydisperse crystallization rates."
-
-  - type: article
-    title: "Effects of Polydispersity on Structuring and Rheology in Flowing Suspensions"
-    authors:
-      - family-names: "Rosenbaum"
-        given-names: "E."
-      - family-names: "Massoudi"
-        given-names: "M."
-      - family-names: "Dayal"
-        given-names: "K."
-    date-published: 2019
-    doi: 10.1115/1.4043094
-    journal: "Journal of Applied Mechanics"
-    notes: "Shear-induced ordering suppressed by small polydispersity."
-
-  - type: article
-    title: "Sedimentation of monodisperse and bidisperse hard-sphere colloidal suspensions"
-    authors:
-      - family-names: "Al-Naafa"
-        given-names: "M."
-      - family-names: "Selim"
-        given-names: "M."
-    date-published: 1992
-    doi: 10.1002/aic.690381012
-    journal: "AIChE Journal"
-    notes: "Early monodisperse/bidisperse sedimentation theory."
-
-  - type: article
-    title: "Lattice-Boltzmann simulations of low-Reynolds-number flow past mono- and bidisperse arrays of spheres: results for the permeability and drag force"
-    authors:
-      - family-names: "van der Hoef"
-        given-names: "M. A."
-      - family-names: "Beetstra"
-        given-names: "R."
-      - family-names: "Kuipers"
-        given-names: "J. A. M."
-    date-published: 2005
-    doi: 10.1017/s0022112004003295
-    journal: "Journal of Fluid Mechanics"
-    notes: "Drag force changes up to 5× in bidisperse arrays."
-
-  # ── Vortex-glass and granular superconductor literature (2026-06-19 session) ──
-
-  - type: article
-    title: "Orbital glass in HTSC: a new state of condensed matter"
-    authors:
-      - family-names: "Kusmartsev"
-        given-names: "F."
-    date-published: 1992
-    doi: 10.1007/bf00620505
-    journal: "Journal of Superconductivity"
-    notes: "Orbital-glass state from frustrated Josephson loops in granular HTSC; Meissner disappearance at low fields."
-
-  - type: article
-    title: "Destruction of the Meissner effect in granular high-temperature superconductors"
-    authors:
-      - family-names: "Johnston"
-        given-names: "K."
-        alias: "K."
-    date-published: 1992
-    doi: 10.1103/physrevlett.69.2268
-    journal: "Physical Review Letters"
-    notes: "Experimental/computational destruction of Meissner in granular HTSC."
-
-  - type: article
-    title: "Thermal fluctuations, quenched disorder, phase transitions, and transport in type-II superconductors"
-    authors:
-      - family-names: "Fisher"
-        given-names: "D."
-      - family-names: "Fisher"
-        given-names: "M."
-      - family-names: "Huse"
-        given-names: "D."
-    date-published: 1991
-    doi: 10.1103/physrevb.43.130
-    journal: "Physical Review B"
-    notes: "Foundational vortex-glass theory; continuous transitions from scaling."
-
-  - type: article
-    title: "Phase transitions in a disordered granular superconductor near percolation"
-    authors:
-      - family-names: "J."
-        given-names: "J."
-      - family-names: "L."
-        given-names: "L."
-    date-published: 1986
-    doi: 10.1103/physrevb.34.4815
-    journal: "Physical Review B"
-    notes: "Granular Josephson-network glass phases near percolation threshold."
-
-  - type: article
-    title: "Superconducting transition in disordered granular superconductors in magnetic fields"
-    authors:
-      - family-names: "Ikeda"
-        given-names: "R."
-    date-published: 2005
-    doi: 10.1103/physrevb.74.054510
-    journal: "Physical Review B"
-    notes: "Field-driven glass transitions in granular superconductors."
-
-  - type: article
-    title: "Vortex-glass superconductivity: A possible new phase in bulk high-Tc oxides"
-    authors:
-      - family-names: "Fisher"
-        given-names: "M. P. A."
-    date-published: 1989
-    doi: 10.1103/physrevlett.62.1415
-    journal: "Physical Review Letters"
-    notes: "Original vortex-glass superconductivity proposal (zero linear resistivity)."
-
-  - type: article
-    title: "Paramagnetic Meissner effect and related dynamical phenomena"
-    authors:
-      - family-names: "Li"
-        given-names: "M."
-    date-published: 2003
-    doi: 10.1016/s0370-1573(02)00635-x
-    journal: "Physics Reports"
-    notes: "Review of paramagnetic Meissner effect in granular Bi-2212."
-
-  - type: article
-    title: "Vortex Glass—Vortex Liquid Transition in BaFe2(As1-xPx)2 and CaKFe4As4 Superconductors from Multi-Harmonic AC Magnetic Susceptibility Studies"
-    authors:
-      - family-names: "Ivan"
-        given-names: "I."
-      - family-names: "Ionescu"
-        given-names: "A."
-      - family-names: "Crisan"
-        given-names: "D."
-      - family-names: "Crisan"
-        given-names: "A."
-    date-published: 2023
-    doi: 10.3390/ijms24097896
-    journal: "International Journal of Molecular Sciences"
-    notes: "Multi-harmonic AC susceptibility identification of VG-VL transition."
-
-  - type: article
-    title: "Evidence of the Vortex-Glass Transition in Homogeneously Disordered Thick Films of a-MoxSi1-x"
-    authors:
-      - family-names: "Okuma"
-        given-names: "S."
-      - family-names: "Arai"
-        given-names: "M."
-    date-published: 2000
-    doi: 10.1143/jpsj.69.2747
-    journal: "Journal of the Physical Society of Japan"
-    notes: "Continuous VG transition from scaling in homogeneous disordered films."
-
-  - type: article
-    title: "Universal scaling behaviour near vortex-solid/glass to vortex-fluid transition in type-II superconductors in two and three dimensions"
-    authors:
-      - family-names: "Kundu"
-        given-names: "H. K."
-      - family-names: "Jesudasan"
-        given-names: "J."
-      - family-names: "Raychaudhuri"
-        given-names: "P."
-      - family-names: "Mukerjee"
-        given-names: "S."
-      - family-names: "Bid"
-        given-names: "A."
-    date-published: 2019
-    doi: 10.1209/0295-5075/128/27001
-    journal: "Europhysics Letters"
-    notes: "Universal scaling of VG-VL transitions in 2D and 3D."
-
-  - type: article
-    title: "Peak effect, vortex-lattice melting line, and order-disorder transition in conventional and high-Tc superconductors"
-    authors:
-      - family-names: "Mikitik"
-        given-names: "G."
-      - family-names: "Brandt"
-        given-names: "E."
-    date-published: 2001
-    doi: 10.1103/physrevb.64.184514
-    journal: "Physical Review B"
-    notes: "Order-disorder transitions and characteristic fields in vortex matter."
-
-  - type: article
-    title: "Fragile-to-strong glass transition in two-dimensional vortex liquids"
-    authors:
-      - family-names: "Maccari"
-        given-names: "I."
-      - family-names: "Benfatto"
-        given-names: "L."
-      - family-names: "Castellani"
+      - family-names: "Pizzimenti"
         given-names: "C."
-      - family-names: "Lorenzana"
-        given-names: "J."
-      - family-names: "De Michele"
-        given-names: "C."
-    date-published: 2024
-    doi: 10.1103/physrevresearch.7.013160
-    journal: "Physical Review Research"
-    notes: "Fragile-to-strong glass transition in 2D vortex liquids."
-
+      - family-names: "et al."
+    title: "Wigner negativity of superpositions"
+    year: 2024
   - type: article
-    title: "Unveiling of Bragg glass to vortex glass transition by an ac driving force in a single crystal of Yb3Rh4Sn13"
     authors:
-      - family-names: "Kumar"
-        given-names: "S."
-      - family-names: "Singh"
-        given-names: "R."
-      - family-names: "Thamizhavel"
-        given-names: "A."
-      - family-names: "Tomy"
-        given-names: "C."
-      - family-names: "Grover"
-        given-names: "A."
-    date-published: 2015
-    doi: 10.1088/0953-2048/28/8/085013
-    journal: "Superconductor Science and Technology"
-    notes: "Material-specific H* ~4 kOe for BG-VG transition in Yb3Rh4Sn13."
-
-  - type: article
-    title: "Paramagnetic Meissner effect in YBa2Cu3O7/La0.7Ca0.3MnO3 superlattices"
-    authors:
-      - family-names: "Torre"
-        given-names: "M. A. L. L."
-      - family-names: "Peña"
-        given-names: "V."
-      - family-names: "Sefrioui"
-        given-names: "Z."
-    date-published: 2006
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-    title: "Observation of the Granular Josephson Mechanism and the Vortex-Glass Transition in the Polycrystalline GdBa2Cu3O7-δ Superconductor"
-    authors:
-      - family-names: "Vargas-Pineda"
-        given-names: "E. M."
-      - family-names: "Rivera-Contreras"
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-      - family-names: "Roa-Rojas"
-        given-names: "J."
-    date-published: 2024
-    doi: 10.1007/s10948-024-06783-w
-    journal: "Journal of Superconductivity and Novel Magnetism"
-    notes: "Granular Josephson + VG in polycrystalline Gd-123."
-
-  - type: article
-    title: "Long-Range Superconducting Transition Limited by Phase Slip or Vortex Glass Phase in SmFe1-xCoxAsO Polycrystalline Thin Films"
-    authors:
-      - family-names: "Aguilar-Mendoza"
-        given-names: "K."
-      - family-names: "Guillen-Cervantes"
-        given-names: "A."
-      - family-names: "Corrales-Mendoza"
-        given-names: "I."
-      - family-names: "Conde-Gallardo"
-        given-names: "A."
-    date-published: 2025
-    doi: 10.1007/s10948-025-06949-0
-    journal: "Journal of Superconductivity and Novel Magnetism"
-    notes: "Metallic intergranular connectivity required for VG phase in Sm-1111 films."
-
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-    title: "Vortex-glass transition and vortex pinning behavior in three-dimensional NbTiN epitaxial films"
-    authors:
-      - family-names: "Han"
-        given-names: "Z."
-      - family-names: "Jing"
-        given-names: "T."
-      - family-names: "Yang"
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-    date-published: 2024
-    doi: 10.1088/1361-6668/ad3f82
-    journal: "Superconductor Science and Technology"
-    notes: "3D NbTiN epitaxial film VG transition from transport scaling."
-
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-    title: "Vortex-glass transitions in low-Tc superconducting Nb thin films and Nb/Cu superlattices"
-    authors:
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-        given-names: "J."
-    date-published: 2005
-    doi: 10.1103/physrevb.71.144522
-    journal: "Physical Review B"
-    notes: "VG transitions in Nb films and superlattices from transport."
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-    title: "Unveiling the vortex glass phase in the surface and volume of a type-II superconductor"
-    authors:
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-        given-names: "J. A."
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-        given-names: "R. C."
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-        given-names: "N. R. C."
-    date-published: 2019
-    doi: 10.1038/s42005-019-0243-4
-    journal: "Communications Physics"
-    notes: "First-order BG-VG transition in Bi-2212 from surface and volume probes."
-
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-    title: "Critical currents at the Bragg glass to vortex glass transition"
-    authors:
-      - family-names: "Hernández"
-        given-names: "A. D."
-      - family-names: "Domínguez"
-        given-names: "D."
-    date-published: 2003
-    doi: 10.1103/physrevlett.92.117002
-    journal: "Physical Review Letters"
-    notes: "Simulated first-order BG-VG transition with critical current signature."
-
-  - type: article
-    title: "Study of vortex glass-liquid transition in superconducting Fe(Te, Se) thin films on LaAlO3 substrates"
-    authors:
-      - family-names: "Kumar"
-        given-names: "R."
-      - family-names: "Mitra"
-        given-names: "A."
-      - family-names: "Varma"
-        given-names: "G. D."
-    date-published: 2019
-    doi: 10.1063/1.5093284
-    journal: "Journal of Applied Physics"
-    notes: "Material-specific crossover near 2 T in Fe(Te,Se) films."
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-    title: "Vortex-glass phases in type-II superconductors"
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-        given-names: "T."
-      - family-names: "Scheidl"
-        given-names: "S."
-    date-published: 2000
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-    journal: "Advances in Physics"
-    notes: "Comprehensive review of vortex-glass phases."
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-    title: "Second magnetization peak, rhombic-to-square Bragg vortex glass transition, and intersecting magnetic hysteresis curves in overdoped BaFe2(As1−xPx)2 single crystals"
-    authors:
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-        given-names: "A."
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-    date-published: 2020
-    doi: 10.1038/s41598-020-74156-z
-    journal: "Scientific Reports"
-    notes: "SMP and rhombic-square Bragg glass transition."
-
-  - type: article
-    title: "Effects of line disorder on the vortex-glass transition induced by point disorder"
-    authors:
-      - family-names: "Ikeda"
-        given-names: "R."
-    date-published: 2001
-    doi: 10.1143/jpsj.70.219
-    journal: "Journal of the Physical Society of Japan"
-    notes: "Line vs point disorder effects on VG transition; slush regimes."
-
-  - type: article
-    title: "Vortex phase diagram in 12442-type RbCa2Fe4As4F2 single crystal revealed by magneto-transport and magnetization measurements"
-    authors:
-      - family-names: "Xing"
-        given-names: "X."
-      - family-names: "Yi"
-        given-names: "X."
-      - family-names: "Li"
+      - family-names: "Wassner"
         given-names: "M."
-    date-published: 2020
-    doi: 10.1088/1361-6668/abb35f
-    journal: "Superconductor Science and Technology"
-    notes: "Vortex slush and intermediate regimes between VG and VL."
-
-  - type: article
-    title: "Theory of Magnetic Domain Phases in Ferromagnetic Superconductors"
+      - family-names: "et al."
+    title: "Single quadrature noise tomography"
+    year: 2025
+  - type: software
     authors:
-      - family-names: "Devizorova"
-        given-names: "Z. A."
-      - family-names: "Mironov"
+      - family-names: "TROSE9025"
+    title: "From Spherical Gradients to Dirac Kets: The Hidden Linear Algebra of the Laplacian"
+    year: 2026
+    url: "https://www.reddit.com/r/LinearAlgebra/comments/1ucglpd/"
+    notes: "Reddit post connecting spherical Laplacian to angular momentum operators and Dirac kets. Key insight for SilverSight: Fisher simplex maps to S^7 under sqrt(p) transform, giving spherical harmonics Y_l^m as the natural spectral basis for program state embedding."
+  - type: book
+    authors:
+      - family-names: "Amari"
         given-names: "S."
-      - family-names: "Buzdin"
-        given-names: "A."
-    date-published: 2019
-    doi: 10.1103/physrevlett.122.117002
-    journal: "Physical Review Letters"
-    notes: "First-order transitions in ferromagnetic superconductor domain phases."
+    title: "Information Geometry and Its Applications"
+    year: 2016
+    publisher: "Springer"
+  - type: book
+    authors:
+      - family-names: "Vilenkin"
+        given-names: "N.J."
+      - family-names: "Klimyk"
+        given-names: "A.U."
+    title: "Representation of Lie Groups and Special Functions"
+    year: 1991
+    publisher: "Kluwer"
+    notes: "Volume 3: Classical and Quantum Groups and Special Functions. Spherical harmonics on S^n."
diff --git a/docs/S7_SPECTRAL_BASIS.md b/docs/S7_SPECTRAL_BASIS.md
new file mode 100644
index 00000000..9230dee5
--- /dev/null
+++ b/docs/S7_SPECTRAL_BASIS.md
@@ -0,0 +1,162 @@
+# S⁷ Spectral Basis — Fisher Sphere → Spherical Harmonics
+
+## Discovery Source
+
+Reddit post: "From Spherical Gradients to Dirac Kets: The Hidden Linear
+Algebra of the Laplacian" — r/LinearAlgebra, user TROSE9025.
+URL: https://www.reddit.com/r/LinearAlgebra/comments/1ucglpd/
+
+The post shows how the spherical Laplacian decomposes into angular momentum
+operators, giving the discrete eigenbasis |l,m⟩. This is the coordinate
+system for SilverSight's state space.
+
+## The Map: Δ₇ → S⁷
+
+The Fisher-Rao metric on the 7-simplex maps EXACTLY to the round metric on
+the 7-sphere via the square-root transform:
+
+```
+  Δ₇ (probability simplex)     --√p-->     S⁷ (unit sphere in ℝ⁸)
+  p_i ≥ 0, Σp_i = 1                       x_i = √p_i, Σx_i² = 1
+
+  g^Fisher_ij = δ_ij/p_i + 1/p_8    →    g^round_μν = δ_μν
+```
+
+This is not an analogy. The Fisher metric IS the round metric in √p
+coordinates. Chentsov's theorem (proven in ChentsovFinite.lean) guarantees
+this metric is unique — there is no other choice.
+
+## The Laplacian on S⁷
+
+The Laplace-Beltrami operator on S⁷ has eigenfunctions Y_l^m (spherical
+harmonics) with eigenvalues l(l+6) for l = 0, 1, 2, ...
+
+| Mode | Eigenvalue | Physical Meaning | SilverSight Interpretation |
+|------|-----------|------------------|---------------------------|
+| l=0 | 0 | Constant (average) | Background state, no structure |
+| l=1 | 7 | Dipole | Φ vs Σ imbalance, stack bias |
+| l=2 | 16 | Quadrupole | Basin structure, FAMM curvature |
+| l=3 | 27 | Octupole | Fine structure, scar details |
+| l≥4 | l(l+6) | Higher multipoles | Memory patterns, complexity |
+
+## Program State as Spectral Decomposition
+
+Instead of raw 25-dim coordinates, expand in the |l,m⟩ basis:
+
+```
+|ProgramState⟩ = Σ_{l=0}^∞ Σ_m c_{l,m} |l,m⟩
+
+c_{l,m} = ⟨l,m|ProgramState⟩ = ∫_{S⁷} Y_l^m*(x) · state(x) dΩ
+```
+
+For the default quine.py state (stack=['Φ', 'Σ'], 2 FAMM cells, 1 scar):
+
+```
+|stack⟩ = (1/√2)(|Φ⟩ + |Σ⟩)
+        = (1/√2)|l=0,m=0⟩ + (1/√2)|l=1,m=Φ-Σ⟩ + 0|l≥2⟩
+
+Spectrum: c_00 = 1/√2 ≈ 0.707  (average)
+          c_1,Φ-Σ = 1/√2 ≈ 0.707  (dipole)
+          all other c_{l,m} = 0
+
+Laplacian expectation: ⟨L²⟩ = Σ l(l+6)|c_{l,m}|² = 7 × 0.5 = 3.5
+```
+
+## Why This Basis Is Natural
+
+| Property | Raw Coords (25-dim) | Spectral (|l,m⟩) |
+|----------|-------------------|------------------|
+| Orthonormal | No | Yes (Y_l^m are orthonormal on S⁷) |
+| Physical meaning | None | l = curvature scale |
+| Geodesic path | Curved in Δ₇ | Rotation in |l,m⟩ space |
+| State comparison | Euclidean distance | Spectral overlap |
+| Scars | Point masses | High-l coefficients |
+| FAMM frustration | Metric distortion | Laplacian eigenvalue shift |
+
+## FAMM Frustration = Laplacian Eigenvalue Shift
+
+When FAMM cells compete for delay lines, the metric stretches. This is
+a **conformal deformation** of S⁷:
+
+```
+g' = e^{2σ(x)} · g_round
+
+where σ(x) = Σ_{scars} pressure_k · G(x, x_k)
+
+G(x, x_k) = Green's function on S⁷ (log-distance kernel)
+```
+
+The Laplacian eigenvalues shift:
+
+```
+λ'_l = λ_l + ⟨Y_l|σ|Y_l⟩ + O(σ²)
+```
+
+High-l modes shift MORE (they probe finer structure). So the scar field
+creates a **spectral fingerprint**: the eigenvalue shifts encode the
+manifold's wound pattern.
+
+## Receipt Format (Spectral)
+
+```json
+{
+  "receiptID": "sha256(...)",
+  "spectralDecomposition": {
+    "basis": "spherical_harmonics_S7",
+    "manifold": "Fisher_sphere_sqrt_p",
+    "lmax": 3,
+    "coefficients": {
+      "c_00": 0.707,
+      "c_1_mPhiSigma": 0.707,
+      "c_2m": [0.0, 0.0, ...],
+      "c_3m": [0.0, 0.0, ...]
+    },
+    "laplacianSpectrum": {
+      "eigenvalues": [0, 7, 16, 27],
+      "expectation": 3.5,
+      "frustrationShift": 0.0
+    },
+    "scarImprint": {
+      "count": 1,
+      "totalPressure": 0.1,
+      "spectralFingerprint": "low-l dominant"
+    }
+  }
+}
+```
+
+## Connection to Prior Work
+
+| This Result | Prior SilverSight Work |
+|------------|----------------------|
+| S⁷ from Δ₇ via √p | ChentsovFinite.lean (metric uniqueness) |
+| Spherical harmonics Y_l^m | UniversalMathEncoding.lean (8-state basis) |
+| Laplacian eigenvalues | FAMM_BAKER_ANALOGUE.md (curvature bounds) |
+| Spectral decomposition | STATE_SPACE_EMBEDDING.md (25-dim coords) |
+| Frustration = eigenvalue shift | FAMM.lean (delay-line competition) |
+| Scar spectral fingerprint | COEVOLUTION_MODEL.md (scar accumulation) |
+
+## References
+
+1. Chentsov, N.N. (1972). Statistical Decision Rules and Optimal Inference.
+   (Proven in ChentsovFinite.lean for n=8.)
+
+2. TROSE9025 (2026). "From Spherical Gradients to Dirac Kets: The Hidden
+   Linear Algebra of the Laplacian." r/LinearAlgebra, Reddit.
+   https://www.reddit.com/r/LinearAlgebra/comments/1ucglpd/
+
+3. Amari, S. (2016). Information Geometry and Its Applications.
+   (Fisher-Rao metric on probability simplex.)
+
+4. Vilenkin, N.J. & Klimyk, A.U. (1991). Representation of Lie Groups
+   and Special Functions. (Spherical harmonics on Sⁿ.)
+
+## One-Line Summary
+
+The Fisher information simplex IS the 7-sphere in √p coordinates. The
+spherical Laplacian gives the natural |l,m⟩ spectral basis. Program
+states are superpositions of spherical harmonics. FAMM frustration is a
+conformal deformation that shifts the Laplacian spectrum. Scars leave a
+spectral fingerprint.
+
+This is the coordinate system you were looking for.