Grant Technical Appendix: Validation Evidence by Agency Program

Validation evidence by agency program — NIH, NSF, USDA, DOE, ARPA-H

Audience: Grant reviewers — NIH, NSF, USDA, DOE, ARPA-H
Purpose: Quantitative evidence supporting capability claims, organized by funding agency’s priorities
License: CC-BY-SA 4.0
Last Updated: March 17, 2026


How to Use This Document

Every capability claim below references:

  1. A specific public spring repository (verifiable)
  2. A specific binary that produces explicit PASS/FAIL output
  3. A specific experiment number with documented methodology
  4. A published paper being reproduced (peer-reviewed ground truth)

Any reviewer can clone the repository, run the binary, and verify the claim. Exit 0 means all checks pass. Exit 1 means something failed.


NIH — Biomedical Science, Drug Discovery, Clinical Translation

Priority Alignment

NIH NIGMS, NIAMS, NIDDK, and NCI all fund computational approaches to drug discovery, microbiome science, pharmacometrics, and reproducible research. ecoPrimals addresses the current reproducibility crisis in computational biomedicine by producing signed, independently verifiable results.

Validated Claims

Drug Repurposing with Spatial Geometry (Novel Method)

Anderson localization applied to cytokine signaling in skin tissue. Extends the Fajgenbaum MATRIX framework (ARPA-H $48.3M) with a tissue geometry dimension that standard pathway scoring lacks.

ClaimEvidenceVerify
6 JAK/cytokine pathway drugs scored with Anderson geometryhealthSpring Exp090, neuralSpring nS-601–605cargo run --bin validate_drug_discovery_pipeline
Oclacitinib IC50 reproduced to < 1e-10 from Gonzales 2014healthSpring, 80 cross-language checkscargo test drug_discovery
Lokivetmab PK decay reproduced exactly (R²=1.0)neuralSpring, 3/3 dose-duration predictionscargo run --bin validate_pk_curves
3-compartment tissue lattice (immune + skin + neural)wetSpring Exp273–286, 157/157 checkscargo run --bin validate_anderson_immunological
Anderson-augmented MATRIX ranking, 329/329 PASSFull three-tier validationcargo test --workspace

Microbiome Science

ClaimEvidenceVerify
16S pipeline reproduces 4 public BioProjectswetSpring Exp001–042, 3,100+ checkscargo run --bin validate_diversity
DADA2-equivalent denoising in pure RustwetSpring, 42 experimentscargo run --bin validate_16s_pipeline
GPU spectral matching 1,077× faster than CPU PythonwetSpring Exp034cargo run --bin benchmark_gpu_vs_cpu
Anderson disorder W quantified for diverse communitieswetSpring, W_c = 16.26 ± 0.95 (3,100+ checks)cargo run --bin validate_anderson_critical
NCBI E-utilities sovereign pipeline (no institutional access)wetSpring Exp170–195cargo run --bin validate_ncbi_pipeline

Pharmacometrics (Sovereign NONMEM/Monolix)

ClaimEvidenceVerify
FOCE algorithm (NONMEM method) in pure RusthealthSpring Track 5, Exp070–080cargo run --bin validate_nlme
SAEM algorithm (Monolix method) in pure RusthealthSpring Track 5cargo run --bin validate_saem
Population PK Monte Carlo (10K patients)healthSpring Exp054–056cargo run --bin validate_population_pk
PBPK 5-compartment model (Rust 84× faster than Python)healthSpring Exp084cargo run --bin benchmark_pbpk
Pan-Tompkins ECG QRS detectionhealthSpring Track 3, 12/12 checkscargo run --bin validate_ecg_pipeline

Reproducibility Infrastructure

Every computation:

  • Signed with Ed25519 ( BearDog primal)
  • Content-addressed in BLAKE3 ( NestGate primal)
  • W3C PROV-O provenance record ( sweetGrass primal)
  • HIPAA alignment: data stays local, only provenance receipts are shared
  • FDA 21 CFR Part 11 mapping: see FOR_COMPLIANCE_AND_INSTITUTIONAL_REVIEW.md

Relevant NIH Programs

ProgramAlignment
NIGMS R01 (Pharmacology/Toxicology)Sovereign pharmacometrics, reproducible PK/PD
NCI R01 (Drug Discovery)Anderson-augmented MATRIX, ADDRC HTS integration
NIAMS (Skin/Musculoskeletal)Anderson-AD pipeline, Gonzales catalog
NLM (Data Science)Reproducible biomedical computing, provenance infrastructure
BD2K/NIH Bridge2AISovereign data infrastructure, signed science
ARPA-HDrug repurposing (direct MATRIX extension)

NSF — Fundamental Science, Methods, and Computing

Priority Alignment

NSF CISE, BIO, and PHY fund sovereign computing infrastructure, biological discovery, and novel computational methods. The constrained evolution methodology and Anderson framework extensions represent exactly the cross-disciplinary fundamental research NSF values.

Validated Claims

Constrained Evolution Methodology

ClaimEvidenceVerify
15,334+ quantitative science checks across 7 domainsAll 7 public spring repositoriescargo test --workspace in each
100+ published papers reproducedSpring catalog: hotSpring (25), wetSpring (63+), neuralSpring (27), etc.See SPRING_CATALOG.md
Consumer GPU reproduces HPC resultshotSpring: deconfinement β_c=5.69 on RTX 3090cargo run --bin validate_lattice_qcd_scan
f64 GPU compute via WebGPU/Vulkan (bypasses CUDA throttle)hotSpring DF64: 3.24 TFLOPS at 14-digit precisioncargo run --bin benchmark_df64
Cross-platform: same results on NVIDIA and AMDairSpring: 20.6× CPU speedup, parity verifiedcargo run --bin benchmark_cross_vendor

Anderson Framework (Novel Application)

ClaimEvidenceVerify
Anderson 3D localization: W_c = 16.26 ± 0.95wetSpring Exp107–156, 3,100+ checkscargo run --bin validate_anderson_3d
2D always localizes regardless of WwetSpring Exp140–143, numerical confirmationcargo run --bin validate_anderson_2d
O₂-modulated Anderson W model (r=0.851)wetSpring Exp356 (V110), 18/18 checkscargo run --bin validate_o2_anderson
Anderson in soil (no-till mechanism)wetSpring Track 4, airSpring, 321 checkscargo run --bin validate_notill_anderson
Anderson in immunological tissuewetSpring Exp270–286, 157/157 checkscargo run --bin validate_anderson_immunological
Anderson in cytokine propagation cross-speciesneuralSpring nS-601–605, 329/329cargo run --bin validate_cytokine_anderson

Sovereign GPU Computing

ClaimEvidenceVerify
Pure Rust GPU (no CUDA), zero C dependenciesAll springs: cargo deny check passescargo deny check --workspace
806 WGSL f64 shaders in barraCudabarraCuda primal (public)github.com/ecoPrimals/barraCuda
Sovereign WGSL→native compiler ( coralReef)46/46 shaders compile to SM70/SM86/RDNA2github.com/ecoPrimals/coralReef
NPU (AKD1000) live: 3 classifiers, 136 gen/sechotSpring Exp193–195, live hardwarecargo run --bin validate_npu_live
GPU-NPU-CPU parity ( metalForge cross-substrate)groundSpring, 395/395 checks + 140 metalForgecargo run --bin validate_cross_substrate

Computational Biology

ClaimEvidenceVerify
First consumer-GPU dynamical fermion QCDhotSpring Exp024, 1,031+ trajectoriescargo run --bin validate_dynamical_qcd
Reservoir computing (ESN) from bingo boardshotSpring/ToadStool Exp029, 5.3% LOO errorcargo run --bin validate_nautilus
Cross-domain fraud detection (game = science = medical)ludoSpring Exp062–066, 193 checkscargo run --bin validate_provenance_pipeline

Relevant NSF Programs

ProgramAlignment
CISE OAC (Cyberinfrastructure)ecoBin sovereign compute, NUCLEUS mesh, WebGPU
CISE SHF (Software and Hardware Foundations)Constrained evolution methodology, Rust type-system constraints
BIO DBI (Biological Infrastructure)Sovereign bioinformatics, wetSpring 16S, field genomics
PHY Computational PhysicshotSpring QCD, plasma physics, Anderson spectral
BIO MCB (Molecular & Cellular Biosciences)Anderson-QS, microbiome science, LTEE extensions
CISE IIS (Information + Intelligent Systems)K-Nome pedagogy, ML reproducibility

USDA — Agricultural Science, Food Security, Precision Agriculture

Priority Alignment

USDA NIFA and ARS fund precision agriculture technology, soil health monitoring, water management, and food production sustainability. airSpring directly addresses the computational foundation these programs need.

Validated Claims

Precision Agriculture Computing

ClaimEvidenceVerify
FAO-56 ET₀ (8 methods) in Rust, R²=0.967 on real dataairSpring Exp001–015, 918 station-dayscargo run --bin validate_et0_all_methods
100-station Michigan Crop Water AtlasairSpring Exp016–020, 100 stations, 30 yearscargo run --bin validate_crop_water_atlas
Richards PDE (soil water flow) GPU-acceleratedairSpring Exp021–025, GPU/CPU paritycargo run --bin validate_richards_pde
Yield response (Stewart model) validatedairSpring, 24/24 GPU parity checkscargo run --bin validate_yield_response
13,000× Rust vs Python at atlas scaleairSpring Exp016, benchmark binarycargo run --bin benchmark_atlas_scale

Soil Microbiome and No-Till

ClaimEvidenceVerify
Anderson localization explains no-till soil healthwetSpring Track 4, airSpring, 321 checkscargo run --bin validate_notill_anderson
Tillage = 3D→2D dimensional collapse in pore networkwetSpring, groundSpring theoretical + computationcargo run --bin validate_soil_dimension
Precision microbiome design for tree cropsbaseCamp Paper 03, wetSpring + airSpringcargo run --bin validate_rhizosphere_qs
AKD1000 NPU agricultural IoT (coin-cell viable)airSpring Exp028–029, 88 checkscargo run --bin validate_npu_agricultural

Water Management

ClaimEvidenceVerify
SCS-CN runoff (sovereign, no SWAT dependency)airSpring, GPU-acceleratedcargo run --bin validate_scs_runoff
Green-Ampt infiltrationairSpring, CPU + GPUcargo run --bin validate_infiltration
Biochar isotherm modeling (Freundlich/Langmuir)airSpring Exp026, 12 isothermscargo run --bin validate_isotherms
Lysimeter water balance validatedairSpring Exp030, data vs modelcargo run --bin validate_lysimeter

Relevant USDA Programs

ProgramAlignment
NIFA AFRI Sustainable AgricultureNo-till Anderson mechanism, soil microbiome design
NIFA AFRI WaterET₀, water balance, Richards PDE, runoff
NIFA Precision AgricultureNPU edge IoT, atlas-scale crop water
ARS PartnershipsCrop Water Atlas, real sensor data pipeline
NIFA Food SecurityYield response, crop stress, cover crop benefits

DOE — Energy, Materials, and Large-Scale Computation

Priority Alignment

DOE BES, BER, ASCR, and NNSA fund computational plasma physics, lattice QCD, nuclear structure, materials science, and HPC software. ecoPrimals hotSpring addresses these directly with consumer-GPU demonstration that decentralizes access to HPC-class science.

Validated Claims

Plasma Physics

ClaimEvidenceVerify
Yukawa OCP molecular dynamics (N=10K, 80K steps) on consumer GPUhotSpring Phase C, 9/9 cases, 0.000% energy driftcargo run --bin validate_yukawa_md
$0.044 electricity cost for paper-parity long MD runhotSpring Phase F benchmarkcargo run --bin benchmark_md_cost
WDM transport coefficients (Green-Kubo) on RTX 3090hotSpring Tier 2, 32+ checkscargo run --bin validate_wdm_transport
DF64 (FP32 cores, 14-digit precision): 3.24 TFLOPShotSpring DF64 streaming benchmarkcargo run --bin benchmark_df64_streaming
Kokkos parity: 12.4× gap identified, DF64 exp blocker documentedhotSpring Exp053, 9/9 casescargo run --bin validate_kokkos_parity

Lattice QCD

ClaimEvidenceVerify
First consumer-GPU dynamical fermion HMChotSpring Exp024, 1,031 trajectories, 17 β pointscargo run --bin validate_dynamical_qcd
Deconfinement transition β_c = 5.69 on consumer GPUhotSpring Exp024, 32⁴ latticecargo run --bin validate_qcd_scan
SU(3) pure gauge + HMC: validated against publishedhotSpring, Papers 19–45, 664+ checkscargo test lattice_qcd
GPU-resident CG (15,360× readback reduction)hotSpring Exp020cargo run --bin validate_gpu_cg
Anderson localization as CG convergence proxyhotSpring Exp024, CG-disorder correlationcargo run --bin validate_anderson_qcd_proxy

Nuclear Structure

ClaimEvidenceVerify
Nuclear EOS (SEMF→HFB) — full AME2020 (2,042 nuclei)hotSpring Phase D–E, 195/195 totalcargo run --bin validate_nuclear_eos
Hartree-Fock-Bogoliubov on consumer GPUhotSpring Phase E, consumer RTX 3090cargo run --bin validate_hfb

Sovereign GPU Stack

ClaimEvidenceVerify
WebGPU/WGSL replaces CUDA (zero C)All ecoPrimals: cargo deny checkcargo deny check --workspace
Consumer f64 via Vulkan: bypasses CUDA 1:64 throttlehotSpring DF64, 9.9× vs native f64cargo run --bin benchmark_f64_discovery
Cross-vendor: NVIDIA SM70–SM89, AMD RDNA2 validatedcoralReef P10 Iter 52+, 46/46github.com/ecoPrimals/coralReef
VFIO PCIe device lifecycle (glowplug daemon)coralReef glowplug, production-gradeSee SOVEREIGN_COMPUTE_EVOLUTION.md

Relevant DOE Programs

ProgramAlignment
BES (Materials Sciences)WDM transport, plasma physics, lattice QCD
ASCR (Computational Science)WebGPU sovereign stack, WGSL compiler
NP (Nuclear Physics)Lattice QCD, nuclear EOS, HFB
FES (Fusion Energy)WDM, plasma transport coefficients
NNSA (Stockpile Stewardship)NES, EOS, transport at extreme conditions

Validation Summary Table

DomainSpringPapers ReproducedChecksStatus
Microbiome / QSwetSpring63+5,707+All PASS
Precision AgairSpring22+3,123+All PASS
ML / ReservoirneuralSpring274,500+All PASS
Computational PhysicshotSpring25664+All PASS
Uncertainty / SpectralgroundSpring10535+All PASS
Human HealthhealthSpring15+474+All PASS
Game Science / HCIludoSpring13 HCI models1,692+All PASS
Total175+20,695+All PASS

Standard Verification Protocol

Any reviewer, without contacting the authors:

# Install Rust (5 minutes)
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh

# Clone any spring
git clone https://github.com/syntheticChemistry/wetSpring
cd wetSpring/barracuda

# Full test suite
cargo test --workspace
# Expected: 1,443+ tests, 0 failures

# Specific validation binary (exit 0 = all pass, exit 1 = failure)
cargo run --release --bin validate_diversity
cargo run --release --bin validate_anderson_3d
cargo run --release --bin validate_16s_pipeline

# License and dependency audit
cargo deny check
# Expected: no violations (AGPL-3.0-or-later, zero C deps)

No institution affiliation required. No data access required. No API keys, no cloud accounts, no proprietary software.


Spring repositories: github.com/syntheticChemistry/
Primal repositories: github.com/ecoPrimals/
Full science catalog: see CAPABILITY_PARITY_BRIEF.md for domain-by-domain comparison vs proprietary tools