{
  "updated": "2026-10-08",
  "source": "Research-setting attribution supplied by Bee Rosa Davis in this website revision.",
  "meaning": "Setting of the underlying research, distinct from authorship of the new editorial drafts, employer of record, funding, institutional endorsement, or proof validation.",
  "summary": {
    "NASA": "AMC, much of the foundational mathematics and manifold work, AURORA and DEMETER developed through NASA work. Gemini Drift and SRCV are also NASA-origin engineering papers.",
    "IBM": "Security research and KRAKEN were conducted at IBM.",
    "Independent": "Catalog areas not assigned to NASA, IBM, Mach Industries or CrowdStrike are independent research.",
    "Mach Industries": "ICARUS was developed in collaboration with Mach Industries and Dr. Ryan Rapetti. FAL-CORE was conducted with Mach Industries.",
    "CrowdStrike": "The Geometry of War / Psychohistory research, including collaboration with Dr. Paolo Di Prodi, is attributed to CrowdStrike by the author."
  },
  "areas": {
    "security": {
      "organization": "IBM",
      "scope": "Security research"
    },
    "cryptography": {
      "organization": "IBM",
      "scope": "Security and cryptographic research"
    },
    "mathematical-foundations": {
      "organization": "NASA",
      "scope": "Foundational manifold work",
      "qualifier": "Foundational origins"
    },
    "drug-response": {
      "organization": "Independent",
      "scope": "Medical and biological research"
    },
    "immune-design": {
      "organization": "Independent",
      "scope": "Medical and biological research"
    },
    "viral-surveillance": {
      "organization": "Independent",
      "scope": "Viral research"
    },
    "antimicrobial-resistance": {
      "organization": "Independent",
      "scope": "Medical and biological research"
    },
    "oncology": {
      "organization": "Independent",
      "scope": "Medical and biological research"
    },
    "ingredient-science": {
      "organization": "Independent",
      "scope": "Permeability and biological research"
    },
    "shortest-paths": {
      "organization": "Independent",
      "scope": "SSSP research"
    },
    "data-systems": {
      "organization": "Independent",
      "scope": "GIGI / GEODESIC / DHOOM"
    },
    "plasma": {
      "organization": "Independent",
      "scope": "Physical sciences research"
    },
    "superfluids": {
      "organization": "Independent",
      "scope": "Physical sciences research"
    },
    "gauge-physics": {
      "organization": "Independent",
      "scope": "Physical sciences research"
    },
    "horizon-thermodynamics": {
      "organization": "Independent",
      "scope": "Physical sciences research"
    },
    "cosmology": {
      "organization": "Independent",
      "scope": "Physical sciences research"
    },
    "fluid-dynamics": {
      "organization": "Independent",
      "scope": "Physical sciences research"
    },
    "financial-systems": {
      "organization": "Independent",
      "scope": "Financial research"
    },
    "market-structure": {
      "organization": "Independent",
      "scope": "Financial research"
    },
    "guidance-control": {
      "organization": "Mach Industries",
      "scope": "ICARUS research collaboration",
      "collaborators": [
        "Dr. Ryan Rapetti"
      ],
      "qualifier": "Collaboration with Dr. Ryan Rapetti"
    },
    "constraint-satisfaction": {
      "organization": "Independent",
      "scope": "Constraint satisfaction & GPU execution"
    },
    "pagerank": {
      "organization": "Independent",
      "scope": "PageRank & iterative solvers"
    },
    "language-models": {
      "organization": "Independent",
      "scope": "Language modeling & inference"
    },
    "operations": {
      "organization": "NASA",
      "scope": "AMC origins; BRIDGE is separate independent work",
      "qualifier": "AMC · NASA origins; BRIDGE · Independent"
    },
    "atmosphere": {
      "organization": "NASA",
      "scope": "AURORA"
    },
    "agriculture": {
      "organization": "NASA",
      "scope": "DEMETER"
    },
    "power-grids": {
      "organization": "Independent",
      "scope": "Power-system stability"
    },
    "propulsion": {
      "organization": "Mach Industries",
      "scope": "FAL-CORE"
    },
    "maritime": {
      "organization": "IBM",
      "scope": "KRAKEN"
    },
    "conflict-modeling": {
      "organization": "CrowdStrike",
      "scope": "Conflict & geopolitical systems",
      "qualifier": "Collaboration with Dr. Paolo Di Prodi on the Psychohistory analysis tool"
    },
    "complexity": {
      "organization": "Independent",
      "scope": "Computational complexity"
    },
    "usaspending": {
      "organization": "NASA",
      "scope": "USAspending / IDAS data-integrity and investigative module"
    },
    "blackice": {
      "organization": "IBM",
      "scope": "Original PhantomBridge / BlackIce security research; current implementation is a reconstruction",
      "qualifier": "Original project · Current reconstruction"
    }
  },
  "unassigned_policy": "Do not infer an institution or Independent status for an unassigned project. Await the author's project mapping.",
  "additional_projects": {
    "biochar-phosphorus": {
      "organization": "Independent",
      "scope": "Fit Quality Screening of Biochar for Phosphorus Capture; separate contact-time follow-up",
      "review_status": "Research note for scientific discussion; awaiting external review",
      "source": "Author attribution, 8 October 2026",
      "study": "/research/figures/biochar.html"
    }
  }
}