Skip to main content

Swoft is a production-grade neurosymbolic system.

Academic publications and positioning vs the state of the art (FAOS 2026, AlphaGeometry, Prenosil et al. 2025). Two patents filed, 161 documented ADRs.

01Six representation layers

The system understands itself.

LLMs hold an implicit representation of the world, buried in their weights. Swoft stacks six explicit, verifiable, queryable representation systems.

  1. 01 · STRUCTURAL

    DDD metamodel: 44 MongoDB collections describing Bounded Contexts, Aggregates, Commands, Events, Projections. A complete, queryable, live (hot-reload) ontology of the system.

  2. 02 · TEMPORAL

    Event Store: every event timestamped, ordered, traced by correlationId. Time-travel debugging. Total memory across sessions. GDPR / DORA / NIS2 audit trail.

  3. 03 · PROCEDURAL

    DeciderActions: conditional rules evaluated at runtime from JSON. Change business logic without redeploying.

  4. 04 · VECTOR

    AI persona embeddings: structured knowledge base, cosine similarity search, bounded by Bounded Contexts.

  5. 05 · ORGANIZATIONAL

    Conway's Law routing table: maps each Bounded Context to an owner agent and a backup. Confidence thresholds. Automatic human escalation.

  6. 06 · VISUAL

    Design System + Design Tokens: bounded visual vocabulary, static enforcement via ast-grep. Agents generating templates are bound by this vocabulary.

02Beyond the state of the art

Three dimensions where Swoft pushes past the literature.

Classification per Kautz's taxonomy (AAAI 2022): Neuro | Symbolic with bidirectional coupling, a category not yet documented in applied NeSy research.

  • Bidirectional coupling

    Where FAOS (Foundation AgenticOS) and other production NeSy systems constrain only agent inputs, Swoft also constrains outputs: every command emitted by an LLM is validated against the target Aggregate's invariants.

  • Replay determinism

    Every LLM decision is stored as an immutable event (reasoning, score, model, temperature). Replaying the Event Store five years later produces exactly the same result. A property unique in the NeSy literature.

  • Generality of the symbolic component

    The DDD metamodel encodes any business domain without specific engineering. Competing systems (Prenosil et al., FAOS) require a manual ontology per vertical.

Researcher, CTO or deep tech VC?
Request the full report.

Research report (April 2026) · academic positioning Swoft vs FAOS / AlphaGeometry / Prenosil. Available on request.

Request the report