Showcase

Live demonstrations proving engine capability across 8 real-world domains.

Healthcare Finance Logistics Physics Computer Science Mathematics Biotechnology Cybersecurity

Graph Theory

Petersen Graph MaxCut

Classic 3-regular graph with known optimal cut of 12/15 edges. Verify the engine finds the exact solution.

Expected: Optimal: 12 edges cut

Biology

Quantum Photosynthesis

The FMO light-harvesting complex transfers energy at 95%+ efficiency via quantum coherence. Find the optimal energy pathway.

Expected: 7 chromophore sites

Healthcare

Cancer Mutation Clusters

Partition co-occurring cancer mutations to separate driver mutations from passenger noise using graph partitioning.

Expected: 12-gene network

Mathematics

Ramsey R(4,3) on K9

Color edges of the complete graph on 9 vertices avoiding monochromatic triangles and K4 cliques. A frontier combinatorics problem.

Expected: 36 edges to color

Logistics

Traveling Salesman

Find the shortest tour visiting 10 cities exactly once. The quintessential NP-hard routing problem solved via Ising encoding.

Expected: 10 random cities

Computer Science

Phase Transition 3-SAT

At the critical clause ratio α=4.267, satisfiability undergoes a sharp phase transition. Navigate this computational boundary.

Expected: 20 vars, 85 clauses

Physics

SK Spin Glass

Sherrington-Kirkpatrick model with dense random couplings. The prototypical NP-hard problem from statistical mechanics.

Expected: N=50, dense random

Finance

Portfolio Optimization

Markowitz mean-variance portfolio selection encoded as QUBO with cardinality constraints. Find the minimum-risk asset allocation.

Expected: 20 assets

Healthcare

Drug Interaction Network

Partition a drug-drug interaction graph to identify potentially dangerous combination clusters.

Expected: 15 drugs, 25 interactions

Logistics

Supply Chain Routing

Optimize warehouse-to-store delivery routes across a clustered distribution network.

Expected: 12 delivery points

Cybersecurity

Network Vulnerability Clustering

Partition a network graph to isolate vulnerable nodes from critical assets.

20 nodes, 30 edges

Operations

Warehouse Layout

Optimize item placement to minimize picker travel distance using co-order frequency.

25 items, 5 categories

Biotechnology

Protein Contact Map

Optimize a simplified protein folding energy landscape on a lattice model.

18 amino acids (HP model)

Operations

Exam Scheduling

Schedule 16 exams across time slots to minimize student conflicts.

16 exams, 24 conflicts

API Reference

Integrate the DSC-3 Isomorphic Engine into your applications. 26 authenticated endpoints across 5 categories.

Authentication

API requests use X-API-Key header for core endpoints, or Authorization: Bearer for V1 Engine endpoints. Partner keys support both methods with full 500M access.

# Core endpoints (Python API)
curl -X POST https://engine.originneural.ai/solve/ising \
  -H "X-API-Key: YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"n_spins": 100, "couplings": [{"i":0,"j":1,"value":1.0}]}'

# V1 Engine endpoints (Rust API, up to 500M)
curl -X POST https://engine.originneural.ai/v1/solve?sync=true \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"problem_type":"ising","n":10000,"density":0.05,"seed":42,"preset":"fast"}'

import requests

API_KEY = "YOUR_API_KEY"
BASE    = "https://engine.originneural.ai"

resp = requests.post(f"{BASE}/solve/ising",
    headers={"X-API-Key": API_KEY},
    json={"n_spins": 100, "couplings": [{"i": 0, "j": 1, "value": 1.0}]}
)
result = resp.json()
print(f"Energy: {result['energy']}, Solver: {result['solver_name']}")

const API_KEY = "YOUR_API_KEY";
const BASE    = "https://engine.originneural.ai";

const resp = await fetch(`${BASE}/solve/ising`, {
  method: "POST",
  headers: { "X-API-Key": API_KEY, "Content-Type": "application/json" },
  body: JSON.stringify({ n_spins: 100, couplings: [{ i: 0, j: 1, value: 1.0 }] })
});
const { energy, solver_name, spins } = await resp.json();

Free 20 req/min • Professional 60 req/min • Enterprise Unlimited

Base URL https://engine.originneural.ai

POST /solve/ising Core

Solve an Ising model. Supports dense matrix or sparse couplings up to 500M spins. Returns optimal spin configuration, energy, and solver metadata.

Request / Response

// Request
{ "n_spins": 50, "couplings": [{"i":0,"j":1,"value":1.0}, ...],
  "field": [0.1, -0.3, ...], "n_restarts": 10 }

// Response
{ "spins": [1,-1,1,...], "energy": -47.3, "solver_name": "SBM",
  "elapsed_ms": 12.4, "n_restarts": 10,
  "all_results": [{"solver_name":"SBM","energy":-47.3}, ...] }

POST /solve/qubo

Solve a QUBO (Quadratic Unconstrained Binary Optimization) problem. Input upper-triangular Q matrix. Returns binary assignment and objective value.

POST /solve/tsp

Solve Traveling Salesman Problem via Ising encoding. Input city coordinates, receive optimal tour and total distance.

POST /solve/ensemble Recommended

Run all 16 solvers in parallel and return the best result. Includes per-solver timing, energy comparison, and winner selection. Best for production workloads.

Request / Response

// Request
{ "n_spins": 100, "couplings": [...], "n_restarts": 5 }

// Response
{ "best_energy": -89.7, "best_solver": "CVTR",
  "all_results": [{"solver":"SBM","energy":-87.2,"ms":8.1}, ...],
  "elapsed_ms": 45.3 }

POST /solve/upload

Upload a problem file (.json, .npy, .mtx). Accepts multipart form data with optional solver and restart parameters.

POST /verify/solution

Verify a claimed solution. Recomputes the energy from spins + couplings and confirms correctness.

POST/spectral/coherence

Compute spectral coherence metrics. Returns eigenvalue distribution, gap analysis, and coherence score.

POST/spectral/compression

Information-theoretic compressibility of a coupling matrix. Returns entropy, rank, and compression ratio.

POST/spectral/cyclotomic

Cyclotomic field analysis — detect algebraic structure in spectral data via CM discriminants.

POST/spectral/lehmer-search

Search for small Lehmer numbers near a target Mahler measure.

POST/spectral/moonshine

Monster Moonshine connections for McKay-Thompson series coefficients.

POST/stagnation/analyze

Analyze solver stagnation using Daugherty regime detection and barrier escape theory.

POST/tbo/analyze

Trace-based observable analysis — topological signatures from coupling spectra.

POST/quantum-graph/optimize

Optimize quantum graph scattering matrices via CMA-ES. Cayley graphs, Ihara zeta, bispectral analysis, Hilbert-Polya.

POST/quantum-graph/validate

Validate quantum graph properties — unitarity, spectral gap, universality class, GUE statistics.

POST/topology/h2

Persistent homology (H2 Betti numbers) of an Ising energy landscape. Vietoris-Rips persistence diagrams.

POST/topology/fingerprint

Topological fingerprint — compact hash of the persistence diagram for classification and caching.

POST/crypto/hash

SHA-256 hash with optional BSV anchoring. Returns hex digest and optional on-chain tx ID.

POST/crypto/zkp/keypair

Generate a Zero-Knowledge Proof keypair for authenticated computation verification.

POST/crypto/zkp/prove

Generate a ZKP proof that a solution satisfies constraints without revealing it.

POST/crypto/zkp/verify

Verify a ZKP proof. Returns boolean validity and verification metadata.

POST/crypto/shamir/split

Shamir Secret Sharing — split a secret into N shares with threshold K for reconstruction.

GET/healthNo Auth

Health check. Returns engine status, GPU availability, and uptime.

GET/versionNo Auth

Returns engine version, build info, and supported problem types.

GET/docsNo Auth

Interactive Swagger/OpenAPI documentation. Try endpoints in your browser.

POST /v1/solve 500M Scale

Solve Ising, QUBO, MaxCut, SAT, TSP, or Ramsey problems at industrial scale. Supports server-side generation via density parameter — no need to upload matrix data for benchmarking. Async by default; add ?sync=true for synchronous results.

Server-Side Generation (up to 500M spins)

// Request: Generate & solve 10,000-spin Ising problem on-server
POST /v1/solve?sync=true
Authorization: Bearer YOUR_API_KEY

{
  "problem_type": "ising",
  "n": 10000,
  "density": 0.05,
  "seed": 42,
  "preset": "fast"
}

// Response
{
  "job_id": "3ed95200-...",
  "result": {
    "best_energy": -1124.79,
    "best_solver": "Axiom-4",
    "elapsed_secs": 0.008,
    "all_results": [
      {"solver_name":"Axiom-4", "energy":-1124.79, "elapsed_secs":0.008},
      {"solver_name":"Lattice-1", "energy":-1055.93, "elapsed_secs":0.005},
      ...
    ]
  }
}

Large-Scale Async (100M+ spins)

// Submit async job for 100M spins
POST /v1/solve
Authorization: Bearer YOUR_API_KEY

{ "problem_type": "ising", "n": 100000000, "density": 0.001, "seed": 1, "preset": "fast", "gpu": true }

// Response: { "job_id": "da2742dd-...", "status": "pending" }

// Poll for result
GET /v1/jobs/da2742dd-...
Authorization: Bearer YOUR_API_KEY

GET /v1/info

Engine metadata: version, solver count, GPU availability, supported problem types, presets, and max_n (currently 500,000,000).

GET /v1/jobs/{id}

Poll async job status. Returns pending, running, or completed with full result payload.

POST /v1/mega-benchmark GPU

Run full-scale benchmark from 1M to 500M spins on GPU. Tests all solver backends at industrial scale. Returns per-scale timing, energy, and throughput.

POST /v1/generate

Generate random problem instances (Ising, QUBO, MaxCut) with specified N, density, and seed. Returns the problem data for offline analysis.

GET /v1/stats

Runtime statistics: total jobs, active jobs, completed jobs, average solve time, GPU utilization.

GET /v1/health

Health check endpoint. Returns engine status, uptime, version, and GPU state.

Server-Side Generation Parameters

`n`	Problem size (1 to 500,000,000)
`density`	Edge density (0.0–1.0). When present with empty matrix, engine generates the problem server-side.
`seed`	RNG seed for reproducible generation (default: random)
`preset`	`fast` \| `production` \| `quality` — solver time budget
`gpu`	Force GPU solver (auto-enabled for N > 1M)

Interactive API Docs (Swagger) → Request API Key

DSC-3 Isomorphic Engine

Interactive Solver

Showcase

Petersen Graph MaxCut

Quantum Photosynthesis

Cancer Mutation Clusters

Ramsey R(4,3) on K9

Traveling Salesman

Phase Transition 3-SAT

SK Spin Glass

Portfolio Optimization

Drug Interaction Network

Supply Chain Routing

Network Vulnerability Clustering

Warehouse Layout

Protein Contact Map

Exam Scheduling

Live GPU Scale Test

How This Compares

Benchmarks

Research

Fine Structure Constant

Ramsey R(5,5) = 43

Quantum Photosynthesis

Cancer Genomics

Riemann Hypothesis

500M Spins in 21s

API Reference

Authentication

Server-Side Generation Parameters