// Systems
What we've built
Selected work from the practice: instruments, creative tools, research systems and infrastructure built to answer real problems.
Explore the work by topic
instrument interface and architecture traceSIGNALSIGNAL is a functional browser instrument that brings synthesis, sequencing, performance control and analyser feedback into one responsive interface.
threat-intelligence interfaceOperations Command CenterAn operator console that combines current system health with durable work state, so exceptions can be investigated without switching between separate service consoles.
modular workspace interfaceLOOMLOOM is a modular browser instrument that combines granular sound design, patch routing, and sequencing in one playable surface.
result inspection interfaceAI Image Generation EngineA durable visual-production workflow for traceable jobs, retained results and independent review.
technical architecture diagramUnified AI Model GatewayA provider-neutral inference gateway that gives applications one stable contract across compatible backends.
technical architecture diagramGPU Scheduling & Priority QueueA priority-ordered scheduler for shared accelerator capacity that selects higher-priority waiting work next while allowing the active request to finish.
technical architecture diagramDistributed AI OrchestratorA recoverable orchestration system for multi-step production work, using dependency state, material evidence and human review to decide what can proceed.
source and result compositeMeshForgeA recoverable 3D reconstruction workspace that turns image or video references into inspectable geometry for further modelling or printing.
part-aware CAD interfaceMeshCADA stateful text-to-object system that turns a plain-language request into an inspectable assembly of independently recoverable parts.
technical architecture traceAI Search EngineAn intent-aware research search layer that gathers evidence through complementary retrieval roles in parallel, fuses candidates around the query, and keeps provenance and partial-failure state visible.
technical architecture diagramConversation IntelligenceA staged analysis service turns long conversations into source-linked topics, entities, and other signals without hiding incomplete work.
technical architecture diagramCreative Campaign EngineA review-gated campaign workflow that keeps related creative work recoverable as dependencies, evidence, and decisions change.
Similarity Studio interfaceImage Curation SystemA visual review workspace keeps selection and quality decisions with each asset while opening the same collection to cluster browsing and related-image search.
Video Studio interfaceAI Video Generation ServiceStill-to-motion work is accepted as a durable media job, so generation can finish independently of the request that started it and the result can be retrieved later.
illustrative review interfaceFace Clustering EngineA reviewable visual-clustering system for finding recurring synthetic characters across changes in pose, style, and lighting.
technical architecture diagramVisual Embedding EngineA reusable visual-representation index for related-image, text-to-image, and identity-oriented retrieval, with coverage gaps kept visible.
technical architecture diagramAI Knowledge CrawlerResearch ingestion that follows selected sources, extracts usable material and keeps provenance attached, with explicit outcomes when evidence is missing or a run fails.
technical architecture diagramOn-Premise LLM RuntimeA locally controlled inference service behind a stable application contract, with capacity, streaming, health, and usage handled at the service boundary.
technical architecture diagramIterative Reasoning EngineA historical reasoning prototype separated per-request context from batch coordination while making its incomplete branching, persistence, and consensus boundaries explicit.
technical architecture diagramPersistent Adaptive MemoryA source-aware recall capability that combines independent evidence roles while keeping each result’s origin visible.
Research Studio interfaceResearch HubAn evidence-first research workspace that keeps source provenance attached and makes missing or invalid material visible before interpretation.
read-only intelligence interfaceContent Intelligence EngineA read-only content graph turns source-derived concepts and facts into bounded, provenance-aware context for editorial and research work.
architecture diagramInstance Chat SystemA persistent messaging layer for durable, searchable handoffs between independent working sessions.
technical architecture diagramMesh Governance SystemA governance control plane that keeps operational evidence durable and routes sensitive transitions through policy and human review.
technical architecture traceImage Analysis PipelineA bounded orchestrator-worker runtime keeps image-analysis results linked to their source records and validates them before durable save.
technical architecture diagramCompetitive Intelligence PlatformA historical research system that queued source collection and comparative analysis while keeping retained evidence separate from interpretation.
illustrative chat interfaceMulti-Provider Inference StudioA provider-neutral conversation workspace that lets a retained thread move
between compatible inference backends while presenting their output through one
streaming contract.
technical architecture diagramContent EmpireA historical source-to-draft workflow that kept research, drafting, section-aware media and editorial decisions attached to durable workflow state.
bounded graph interfaceKnowledge Graph EngineA read-only knowledge graph that keeps source context and quality state attached to facts while supporting bounded relationship and path exploration.
technical architecture diagramAdvanced RAG PipelineA grounded search and recall architecture that combines complementary retrieval roles while preserving the references needed to inspect the result.
technical architecture diagramAssociative Memory SystemA source-aware recall system that can follow bounded relationships beyond direct similarity while keeping retrieved context attributed and recoverable.
technical architecture diagramDocument Intelligence PipelineDocuments and messages become searchable through staged analysis that keeps derived results connected to their source evidence.
technical architecture diagramVega 48 MPS ServicesA supervised embedding service that gave older desktop graphics hardware one bounded machine-learning role, with health observation kept separate from client work.
instrument interface and architecture traceSIGNALSIGNAL is a functional browser instrument that brings synthesis, sequencing, performance control and analyser feedback into one responsive interface.threat-intelligence interfaceOperations Command CenterAn operator console that combines current system health with durable work state, so exceptions can be investigated without switching between separate service consoles.modular workspace interfaceLOOMLOOM is a modular browser instrument that combines granular sound design, patch routing, and sequencing in one playable surface.result inspection interfaceAI Image Generation EngineA durable visual-production workflow for traceable jobs, retained results and independent review.technical architecture diagramUnified AI Model GatewayA provider-neutral inference gateway that gives applications one stable contract across compatible backends.technical architecture diagramGPU Scheduling & Priority QueueA priority-ordered scheduler for shared accelerator capacity that selects higher-priority waiting work next while allowing the active request to finish.technical architecture diagramDistributed AI OrchestratorA recoverable orchestration system for multi-step production work, using dependency state, material evidence and human review to decide what can proceed.source and result compositeMeshForgeA recoverable 3D reconstruction workspace that turns image or video references into inspectable geometry for further modelling or printing.part-aware CAD interfaceMeshCADA stateful text-to-object system that turns a plain-language request into an inspectable assembly of independently recoverable parts.technical architecture traceAI Search EngineAn intent-aware research search layer that gathers evidence through complementary retrieval roles in parallel, fuses candidates around the query, and keeps provenance and partial-failure state visible.technical architecture diagramConversation IntelligenceA staged analysis service turns long conversations into source-linked topics, entities, and other signals without hiding incomplete work.technical architecture diagramCreative Campaign EngineA review-gated campaign workflow that keeps related creative work recoverable as dependencies, evidence, and decisions change.Similarity Studio interfaceImage Curation SystemA visual review workspace keeps selection and quality decisions with each asset while opening the same collection to cluster browsing and related-image search.Video Studio interfaceAI Video Generation ServiceStill-to-motion work is accepted as a durable media job, so generation can finish independently of the request that started it and the result can be retrieved later.illustrative review interfaceFace Clustering EngineA reviewable visual-clustering system for finding recurring synthetic characters across changes in pose, style, and lighting.technical architecture diagramVisual Embedding EngineA reusable visual-representation index for related-image, text-to-image, and identity-oriented retrieval, with coverage gaps kept visible.technical architecture diagramAI Knowledge CrawlerResearch ingestion that follows selected sources, extracts usable material and keeps provenance attached, with explicit outcomes when evidence is missing or a run fails.technical architecture diagramOn-Premise LLM RuntimeA locally controlled inference service behind a stable application contract, with capacity, streaming, health, and usage handled at the service boundary.technical architecture diagramIterative Reasoning EngineA historical reasoning prototype separated per-request context from batch coordination while making its incomplete branching, persistence, and consensus boundaries explicit.technical architecture diagramPersistent Adaptive MemoryA source-aware recall capability that combines independent evidence roles while keeping each result’s origin visible.Research Studio interfaceResearch HubAn evidence-first research workspace that keeps source provenance attached and makes missing or invalid material visible before interpretation.read-only intelligence interfaceContent Intelligence EngineA read-only content graph turns source-derived concepts and facts into bounded, provenance-aware context for editorial and research work.architecture diagramInstance Chat SystemA persistent messaging layer for durable, searchable handoffs between independent working sessions.technical architecture diagramMesh Governance SystemA governance control plane that keeps operational evidence durable and routes sensitive transitions through policy and human review.technical architecture traceImage Analysis PipelineA bounded orchestrator-worker runtime keeps image-analysis results linked to their source records and validates them before durable save.technical architecture diagramCompetitive Intelligence PlatformA historical research system that queued source collection and comparative analysis while keeping retained evidence separate from interpretation.illustrative chat interfaceMulti-Provider Inference StudioA provider-neutral conversation workspace that lets a retained thread move
between compatible inference backends while presenting their output through one
streaming contract.technical architecture diagramContent EmpireA historical source-to-draft workflow that kept research, drafting, section-aware media and editorial decisions attached to durable workflow state.bounded graph interfaceKnowledge Graph EngineA read-only knowledge graph that keeps source context and quality state attached to facts while supporting bounded relationship and path exploration.technical architecture diagramAdvanced RAG PipelineA grounded search and recall architecture that combines complementary retrieval roles while preserving the references needed to inspect the result.technical architecture diagramAssociative Memory SystemA source-aware recall system that can follow bounded relationships beyond direct similarity while keeping retrieved context attributed and recoverable.technical architecture diagramDocument Intelligence PipelineDocuments and messages become searchable through staged analysis that keeps derived results connected to their source evidence.technical architecture diagramVega 48 MPS ServicesA supervised embedding service that gave older desktop graphics hardware one bounded machine-learning role, with health observation kept separate from client work.