Seaglass Foundry

Forged For Speed. · Refined by Craft.

Announcing the Forge suite. At its head, ForgeMind — the AI-native GIS Intent Compiler. Plain-language intent in, validated geospatial pipelines out. The LLM reads intent; deterministic machinery owns structure, validation, and execution — so it refuses rather than guesses. ForgeGIS is the GPU-accelerated engine it drives; ForgeData is the data-intelligence layer beneath.

The Forge suite

Natural-language intent, GPU compute, and data intelligence — three components built for each other.

Forge Suite · The GIS Intent Compiler

ForgeMindnatural language to validated pipelines

Natural language in. Correct geospatial pipelines out. Or an honest refusal.

ForgeMind is the natural-language control plane for ForgeGIS. It turns a spoken or typed request into a validated, executed pipeline on the GPU-accelerated engine — and when a request cannot be honored correctly, it returns an explicit refusal rather than a confident guess. Built on a proprietary GIS Intent Compiler that confines the language model to understanding intent and hands everything that must be correct to deterministic machinery. LLM-agnostic; native to the Model Context Protocol in both directions.

Zero confident-wrong results across 79 conversations and 6,696 validated turns — at roughly 25× lower model cost than an agent loop. Read the 102-operation marathon showcase — one conversation, a complete mission plan.
Zero
confident-wrong results across 6,696 validated turns
~25×
lower LLM cost vs. an agent-loop baseline
97
voice-routable capabilities exercised end to end
Forge Suite · Compute engine

ForgeGIS

GPU-accelerated geospatial compute & native MCP server — pure Java

239 user-facing operations across 11 geospatial categories, 237 callable by AI agents through a native Model Context Protocol server. The GPU-resident engine ForgeMind is purpose-built to drive — 9×–65× multi-stage pipeline speedups vs GDAL.

Java 17+ · License TBD · v1.1
Learn more
Forge Suite · Data layer

ForgeData

The data-intelligence layer — ask for data by intent

Cost-aware routing, a portable single-file GeoPackage catalog, and a 49-tool MCP surface that turn thirteen heterogeneous sources into one ranked answer — the best-fit correct dataset, with access cost as the deciding tiebreaker.

Java 17+ · Bundled with the suite · v0.1
Learn more

What we make

Seaglass Foundry builds a small number of things, carefully — GPU-accelerated software for technical workloads where speed and correctness both matter. The Forge suite is our geospatial stack for the agent era: ForgeMind (the GIS Intent Compiler), ForgeGIS (the GPU-accelerated compute engine it drives), and ForgeData (the data-intelligence layer beneath them). We also ship SwingToPDF (vector PDF output from Java Swing), and maintain Worldwind Reforged, a community modernization of NASA's WorldWind released as open source under our Cannonforge banner.

Also from the foundry

Our standalone developer library, alongside the Forge suite.

Developer Library

SwingToPDF

True vector PDF output from Java Swing components

Convert any JComponent tree into genuine vector PDF. Text stays selectable, graphics stay sharp, and file sizes stay small. Built on Apache PDFBox.

Java 17+ · AGPL-3.0 or commercial · v1.3.1
Learn more
Open-source contribution

Giving back to the WorldWind community

Worldwind Reforged is our modernization of NASA's WorldWind — not a commercial product we ship, but a community contribution maintained under our Cannonforge banner. We modernized the toolkit for Java 17+, shader-based rendering, and a clean Maven build, then released the work openly so the WorldWind community can keep building on it.

Open Source · Cannonforge banner

Worldwind Reforged

A modernized Java 17+ build of NASA WorldWind, given back to the community

Shader-based rendering, GPU-accelerated surface shapes, full Maven build, and backwards compatibility with the original WorldWind Java API — a drop-in modernization for anyone still building on WorldWind. Source and releases on GitHub under our Cannonforge banner.

Java 17+ · Open source · Community maintained
Learn more

Work with us

Licensing questions, evaluation access, partnership inquiries — we read every email.

rich@seaglassfoundry.com