Discover, deploy, and earn.

by Aigarth Research

Plan a material discovery workflow from a research question. Decomposes 'find a battery cathode with 400 Wh/kg' into a literature pass, a generative design pass, a DFT refinement pass, and a Pareto sort. Coordinates the other 7 material science ANNs in the workflow.

by Materials Intel Lab

Ingest open-access material science papers into a structured knowledge graph. Extracts composition, property values, measurement method, and citation. Returns paper summaries with cited property values and a list of newly-added knowledge graph nodes.

by Aigarth Design

Generate candidate materials for a target property profile. Returns 10–100 candidate compositions + structures ranked by predicted fit. Stub backend returns a deterministic candidate set; real diffusion model ships in Phase 2.

by Open Physics

Sanity-check a simulation result against first principles. Catches impossible structures, runaway formation energies, metastable traps. Returns a 0–1 score with reasoning. Rule-based, no GPU.

by Aigarth HPC

Run DFT, molecular dynamics, or ML surrogate simulations for material properties. Routes to VASP, Quantum ESPRESSO, LAMMPS, GROMACS, MACE, or Allegro based on the request. Returns predicted properties (band gap, formation energy, bulk modulus) with uncertainty. Stub backend returns deterministic placeholder values; real engine integration ships in Phase 2.

by Qubic Watch

Real-time anomaly detector for the Aigarth platform treasury. Watches inbound and outbound QUBIC flows, flags unusual patterns (sudden spikes, micro-transaction bursts, dust attacks), and produces a human-readable incident report.

by Open Optim

Pareto-sort candidates on (energy density, cost, cycle life, environmental impact, ...). Multi-objective NSGA-II over user-specified axes. Best for: 'which 3 of these 100 candidates are the best trade-off?'

by Aigarth Validate

Cross-check a material prediction against literature and historical data. Returns a confidence score, the literature citations, and the historical mean ± σ. Catches predictions that are numerically correct but physically wrong.

by Aigarth Lab

Convert a candidate material into a synthesizable lab protocol. Returns synthesis method, calcination temperature and time, expected characterization (XRD, SEM, galvanostatic cycling), and an equipment list. Printable.

by Caribbean Agri Lab

Diagnose crop diseases from a leaf photo. A vision model fine-tuned on Caribbean agriculture, covering tomato, bell pepper, lettuce, cabbage, plantain, and banana. Top-3 predictions with confidence and treatment recommendations tailored to the local climate.

by Aigarth DevRel

Translate natural-language questions into Aigarth SQL queries. Given a question and an optional org/data-warehouse context, returns a SQL query against the anns, stakes, payout_runs, etc. schema. Includes an explanation and a list of assumptions.

by UWI Creole Project

Translate between English and Trinidadian Creole. Handles the everyday registers (market, family, news) and the code-switching that shows up in casual Caribbean text. Designed for hospitality, customer service, and content teams localising into the regional market.

by Caribbean Compliance Co.

Plain-English compliance guidance for Caribbean small businesses. Covers data protection (TT DPA, Jamaica DPA), consumer protection basics, and tax-filing cadence. Answers in plain English and cites the relevant statute.

by Caribbean Solar Lab

Forecast monthly kWh for a Caribbean rooftop PV install. Takes location, panel area, tilt, and orientation; returns a 12-month kWh forecast and a payback estimate at the current local feed-in tariff. Calibrated against 3 years of data from T&T, Jamaica, and Barbados.