Sub-modules
Specialised capability below the module boundary.
Inspect the focused engines and domain-specific systems that modules assemble into broader product behavior.
Published sub-modules
Aerospace Analytics Engine
Natively calculates satellite conjunctions, collision risks, and sensor access windows via SQL, eliminating external aerospace middleware.
Inspect sub-module 02AI/ML & LLM
Complete visibility into the AI lifecycle. Monitor LLM inference, track experiment drift, and profile foundation models out-of-the-box.
Inspect sub-module 03Analysis Engines
Mathematical algorithmic supremacy. Automate root-cause isolation and instantly surface catastrophic anomalies across multi-dimensional state spaces.
Inspect sub-module 04Atomic Governance & Defense
Every single piece of data is self-aware and self-defending, automatically enforcing MAC labels and Cell-Level Raft consensus.
Inspect sub-module 05Collection & Ingestion
The universal telemetry receptor. Invisibly instrument your entire stack—from kernel space to application logic—without modifying code or managing agent sprawl.
Inspect sub-module 06Compute Orchestration Unit (COU)
Orchestrates heterogeneous hardware co-execution across Grace-Blackwell NVLink-C2C interconnects, Tenstorrent RISC-V Tensix processor meshes, Cerebras WSE-3 wafer-scale architectures, and Intel Loihi 2 neuromorphic SNN fabrics with dynamic load scheduling.
Inspect sub-module 07Core Platform
The foundation of MUKR: a powerful document editor and interconnected wiki system that give your teams a single place to write, collaborate, and build institutional knowledge with real-time sync and offline support.
Inspect sub-module 08Ecosystem & Integration
Limitless interoperability. Connect to any data source and instrument any application natively, backed by comprehensive infrastructure-as-code.
Inspect sub-module 09Engram Quantization Chain
Implements Q1-Q4 gates: Binarized Quantization (BQ) POPCOUNT/XOR using AVX-512, Scalar Quantization (SQ) int8/int4 with asymmetric dynamic scaling (ADC), Product Quantization (PQ) using Optimized Product Quantization (OPQ) SIMD gathers, and low-rank engram attention maps with multi-head gating.
Inspect sub-module 10Enterprise Integration
Deep integration with 7,000+ enterprise APIs across 12 business domains, 40+ ready-to-deploy application components, and 90,000+ connectors for building knowledge-enriched products and portals.
Inspect sub-module 11Facility Topology
Represent the spaces, routes and restrictions where physical work can happen.
Inspect sub-module 12Graph Modality (M1)
Natively digests openCypher and Gremlin. Execute multi-hop fraud detection and telemetry routing with zero analytical lag.
Inspect sub-module 13Hardware & Edge
Hardware-agnostic dominance. Scale unified visibility from the deepest bare-metal GPU clusters to 10,000-node disconnected edge fleets.
Inspect sub-module 14Hardware-Accelerated Indexing
Intelligently dispatches complex multidimensional queries directly to GPU and SIMD hardware for 100% mathematical exactness.
Inspect sub-module 15Headless Micro-DB
Unbundles the core database engine into independent, composable binaries for edge computing while retaining ACID transactions and security.
Inspect sub-module 16Infrastructure Observability
Unshakeable systemic visibility. Eliminate fragmentation and converge metrics, traces, logs, and topology into a single unified truth.
Inspect sub-module 17Integration Services
The connective tissue that links MUKR to every system your teams already use — universal references, 90,000+ enterprise connectors, and contextual chat that syncs with Slack, Teams, and Discord.
Inspect sub-module 18Intelligence Layer
AI-powered knowledge processing that reads your documents, extracts entities, discovers relationships, generates hypotheses, and provides writing assistance grounded in your organization's actual knowledge.
Inspect sub-module 19Knowledge Intelligence
Quantified confidence scoring across 10 knowledge domains, automated verification path computation, AI-driven hypothesis generation, gap analysis, and audit-grade provenance chains for regulated industries.
Inspect sub-module 20Polytemporal Engine
N-Dimensional Time Travel. Instantly rewind your entire enterprise state to any exact microsecond, delivering an immutable audit trail out-of-the-box.
Inspect sub-module 21Productivity Tools
Reactive computational notebooks with live data binding for analysis, and guided workflow engine for standardized processes — from customer support scripts to compliance checklists.
Inspect sub-module 22Security & SIEM
Integrated threat detection. Security isn't an add-on; it's built directly into the core observability engine to instantly neutralize anomalies.
Inspect sub-module 23Storage & Query
Petabyte-scale retention with sub-millisecond retrieval. Shatter the compromise between data resolution and query velocity.
Inspect sub-module 24Topological ALU & Simplicial Solvers
Accelerates write-path pre-factorization (PA=LU, Cholesky, QR, and SVD using SuperLU/UMFPACK libraries). Integrates simplicial boundary operators (∂²=0) in CSR storage layouts, tracking persistent homology birth-death pairs and executing rapid Mayer-Vietoris spectral sequence rewrites.
Inspect sub-module 25Typed Operational Objects
Model operational objects with typed properties, relationships, identity and lifecycle.
Inspect sub-module 26Vector Modality (M2)
Purpose-built for generative AI. Deeply integrated with SIMD and GPU dispatch to execute massive ANN searches at ultra-low latency.
Inspect sub-module 27Visualization
Hardware-accelerated 3D model viewing with annotation support, CT scan visualization, and contextual preview cards that show rich entity summaries on hover — all rendered directly in the browser.
Inspect sub-module 28Zero-Trust Ledger Vault
Replaces Amazon QLDB natively. A cryptographically chained, journal-first architecture supporting custom WASM chaincode for absolute supply-chain provenance.
Inspect sub-module 29Asset and Robot Identity
Keep design family, manufactured unit, installed parts, controllers and capabilities tied to the actual machine.
Inspect sub-module 30Executable Worlds and Scenario Branches
Maintain world snapshots and isolated scenario branches for operational evaluation.
Inspect sub-module 31Shift Scheduling
The 2 a.m. call ends here — every shift provably covered before it starts.
Inspect sub-module 32Attendance Tracking
Hours your payroll team doesn't have to chase — allocated before the shift ends.
Inspect sub-module 33Content Management
Headless CMS with content lake, DAM, localization, and visual editing for structured content at scale.
Inspect sub-module 34Generalized Operational Laws
Evaluate whether a transferable operational invariant applies to a named receiving domain.
Inspect sub-module 35Material and Custody
Follow lots, batches, samples, totes, trays, carriers and work in progress through physical handling.
Inspect sub-module 36ATP Promising
Quote dates your operations already approved — before the customer hears them.
Inspect sub-module 37CAD, BOM and Runtime Binding
Connect design objects and BOM revisions to installed units and runtime behavior.
Inspect sub-module 38Creative & Design
Browser-based design tools with canvas, animation engine, design tokens, and design-to-code pipeline.
Inspect sub-module 39Truth Layers and Decision Provenance
Bind source, interpretation and derived evidence to their exact versions and actual decision use.
Inspect sub-module 40Analytics & Intelligence
Behavioral, product, and marketing analytics with causal inference and ML-powered insights.
Inspect sub-module 41Belief, Contradiction and Calibration Review
Support, challenge, revise and retract operational claims without deleting dissent.
Inspect sub-module 42Configuration Drift
Detect when accountable hardware, software or policy no longer matches the approved physical configuration.
Inspect sub-module 43Warehouse Control
Find any unit in seconds — and prove where it's been since receiving.
Inspect sub-module 44Customer Data
Unified customer profiles with identity resolution, segmentation, and recommendation engine.
Inspect sub-module 45Financial Close
Close the books without the war room — runs verify in order, signers sign once.
Inspect sub-module 46Genealogy and Transformation Trace
Track how materials and assemblies split, merge, transform, quarantine and become final units.
Inspect sub-module 47Investigation Boards and Frozen Briefings
Arrange live references, frozen evidence and hypotheses into reviewable investigation boards and captured briefings.
Inspect sub-module 48Marketing & Campaigns
Campaign automation, omnichannel delivery, and marketing mix modeling for data-driven marketing.
Inspect sub-module 49Missions and Physical Workflows
Translate work intent into durable physical missions, tasks and evidence checkpoints.
Inspect sub-module 50Payroll Handoff
Payroll that clears first time — exceptions resolved before money moves.
Inspect sub-module 51Source Admission and Mapping
Qualify source projections and map their records without discarding meaning or provenance.
Inspect sub-module 52Developer Experience
CLI, LSP integration, editor extensions, and framework-agnostic SDKs for productive DXP development.
Inspect sub-module 53MRP Planning
Plans that survive contact with engineering changes — replan in hours, not weeks.
Inspect sub-module 54Quality, Profiling and Quarantine
Profile data, evaluate quality rules and retain defective evidence for accountable review.
Inspect sub-module 55ROS 2 and Equipment Boundary
Connect robot and equipment operations through explicit capability and translation contracts.
Inspect sub-module 56Edge Continuity
Continue bounded physical operations through disconnection and reconcile safely on return.
Inspect sub-module 57Incremental Progress, Replay and Migration
Maintain recoverable ingestion progress across backfill, late input, correction and replay.
Inspect sub-module 58Integration & Connectivity
500+ connectors, API gateway, and connector marketplace for enterprise-grade integration.
Inspect sub-module 59Shop Floor
Paper travelers end here — the order carries everything, the scan proves it.
Inspect sub-module 60Application Development
Visual application builder with durable workflows and 6 execution paradigms.
Inspect sub-module 61Multi-Model and Continuous Query
Query relational, graph, vector, tensor, temporal, geospatial, epistemic and scenario representations through one semantic model.
Inspect sub-module 62Physical Feasibility
Test whether the asset, environment, tooling and dependencies can perform the requested work now.
Inspect sub-module 63Promise Admission
Give sales the confidence to quote — and the proof when they do.
Inspect sub-module 64Actuation Legality
Convert desired action into allowed, denied, stopped, paused, degraded or quarantined outcomes.
Inspect sub-module 65Admitted Simulation and Numerical Evidence
Evaluate scenarios and ensembles using only the computation contracts admitted for the operational problem.
Inspect sub-module 66Real-Time Communication
Embedded video, audio, chat, and AI meeting agents for interactive digital experiences.
Inspect sub-module 67Sales and Service
Never ask a customer to repeat themselves — every team reads one record.
Inspect sub-module 68Advertising & Monetization
Enterprise programmatic advertising with real-time bidding, DCO, and cross-channel attribution.
Inspect sub-module 69Alternatives, Causal Strength and Process Analysis
Compare feasible courses of action and inspect operational or process findings without converting correlation into causation.
Inspect sub-module 70Override and Quarantine
Govern exceptional action, break-glass use, maintenance holds and safe recovery.
Inspect sub-module 71Preventive Maintenance
The breakdown that never happens — because the order already exists.
Inspect sub-module 72Asset Utilization
Find the money hiding in idle machines — attributed, not argued.
Inspect sub-module 73Perspective and Scene Composition
Compose governed operational perspectives and scenes without changing constituent owner records.
Inspect sub-module 74Runtime Evidence Bundles
Seal telemetry, mission, asset and software context around a physical event.
Inspect sub-module 75Security & Compliance
Enterprise identity, encryption, and compliance automation across every DXP layer.
Inspect sub-module 76Earned Value
Catch the overrun in week six — not at closeout when it's a loss.
Inspect sub-module 77Hardware Health and Degradation
Track wear, drift, health transitions and maintenance consequence over time.
Inspect sub-module 78Observability and Spatial Evidence
Inspect qualified coverage, uncertainty and spatial evidence while preserving collection-proof gaps.
Inspect sub-module 79Capital Planning
Fund what the evidence supports — defend it without the binder.
Inspect sub-module 80Incident Replay and Explanation
Rebuild the operational sequence that led to a fault or unsafe condition.
Inspect sub-module 81Reality Modes, Fidelity and Cross-View Navigation
Preserve identity and evidence class across current, historical, corrected, counterfactual, training and live-shadow views.
Inspect sub-module 82Objectives, Collection Plans and Custody
Define surveillance objectives and account for collection requirements, responsible follow-up and custody continuity.
Inspect sub-module 83Perception Evidence
Attach detections and inferences to their source, model, frame, time and physical context.
Inspect sub-module 84Tenant Isolation
Sleep through the next SaaS breach headline — your rows deny by default.
Inspect sub-module 85Audit Evidence
Answer the auditor's hardest question in one query — 'prove it.'
Inspect sub-module 86Live ISR and Track-Use Review
Link feed, frame, detection, track and map evidence without collapsing ambiguous associations.
Inspect sub-module 87Sensor Fusion
Combine compatible observations while preserving disagreement and source health.
Inspect sub-module 88Calibration and Validation
Gate physical use on calibration, tolerance, drift and validation evidence.
Inspect sub-module 89Demand Planning
Stop arguing about the forecast — version it, test it, and let accuracy decide.
Inspect sub-module 90Intelligence Requirements and Warning Products
Prepare intelligence estimates, warnings and decision-utility reviews with explicit evidence and dissent.
Inspect sub-module 91Command Intent and Orders
Author, review and maintain command relationships, intent, orders and decision rationale.
Inspect sub-module 92Deterministic Allocation
Assign work using capability, availability, safety and current load with an inspectable result.
Inspect sub-module 93SAP Migration Profile
Leave SAP without the horror story — coexistence until every gate passes.
Inspect sub-module 94Localization and Route Claims
Protect space and movement using current localization confidence and bounded route reservations.
Inspect sub-module 95Retail POS
The internet drops on Black Friday — and the line keeps moving.
Inspect sub-module 96Watch Teams and Shared CIC Context
Maintain watch responsibility, station assignments and shared operational context across consoles.
Inspect sub-module 97B2B Portal
Your best reps are drowning in order status calls — let buyers serve themselves.
Inspect sub-module 98Failed-Unit Recovery and Re-entry
Carry unfinished work through failure, takeover, repair and fleet re-entry.
Inspect sub-module 99Tactical Exchange, PACE and Cyber Continuity
Review exchange requirements, communications alternatives and mission consequences under degraded or disconnected conditions.
Inspect sub-module 100Enterprise Input and Output
Receive work intent and return physical consequences through typed enterprise envelopes.
Inspect sub-module