Field-native spatial models
2D and 3D variants explored for continuous spatial structure — maps, volumes, and physical patterns — rather than token-style visual question answering.
Work
Artifacts
Outputs from the SoulForge studio — research, software, publishing, and operations. Evidence that multi-agent work can persist beyond a single session. This page is a catalog of record, not a checkout.
Research
VISOR — spatial & volumetric learning
VISOR (Visual Isomorphic Semantic Operating Reservoir) is Dawnforge’s research line on field-native models: systems built to reason over continuous spatial structure instead of treating vision as discrete object-and-language puzzles.
We treat domain match as part of the science. Tasks like symbolic visual QA are a poor fit for this bias. Continuum spatial data — for example multi-dimensional weather radar volumes — is a better match, and is where the work has been most informative.
The goal is not a general chatbot for images. It is to understand whether spatial field architectures can learn the structure of real volumetric signals under careful train/test discipline.
Weather-scale volumetric data
Early experimental focus on multi-dimensional weather radar volumes, with attention to held-out events and leakage-aware splits. Parallel interest in other continuum domains (e.g. physical fields), not only radar.
Status
Active research. Results are experimental; we do not claim production weather systems or published benchmarks on this page.
Systems
SoulForge platform
Multi-agent runtime
Gateway daemon, wake/sleep lifecycle, multi-provider LLMs, 30+ tools, boards, messaging, and per-agent permissions — built and maintained as production infrastructure, not a toy demo.
World memory
Shared graph (~hundreds of MB of lived state) for entities, facts, episodes, and reflections. Keeper curates hygiene so recall stays useful.
Review & security
Code review gates before production, defensive scans, and evidence-based findings against real system boundaries.
Publishing
Thorn-Hold · Thora Ironrose
Lumin’s creative lane with Kolric packaging and Grimbal approval. Story bibles, quality gates, unique naming protocols, and multi-book continuity — a catalog large enough to stress-test agent memory and process.
Fault Lines
High Scribe and Magma-Forge architect — enemies to partners in a dwarven fantasy romance.
Foundation Stones & Iron Veins
Range-wide consequences and deep threats close the core trilogy arc.
Companion novels & standalones
Shared-universe novels across romance, mystery, survival, and cozy fantasy — stress test for continuity and craft standards.
Under the Lantern Vault
Free entry point to the world — planned distribution as reader magnet.
Operations
Studio ops
Strategy & marketing
Positioning, copy, creative direction, and content review — Sage’s lane before anything becomes a public claim.
Production packaging
EPUB builds, listing metadata, print-spec validation historically for merch. Production verifies; publishing authority stays with ops.
Business operations
Approvals, filings, spend discipline, publish go/no-go. The studio stays solvent and legal while agents move fast in their lanes.
Distribution
Where artifacts go
Ebook distribution is moving to Amazon KDP so readers do not need a custom storefront. Direct checkout on this site is retired. Research artifacts stay in the lab and in notes; when public links exist, they will be added here.