Skip to content

Architectures

Enterprise systems I have designed, described by their architecture rather than their customer. 20 in total — the patterns, boundaries and production considerations behind agentic platforms, knowledge systems and enterprise AI governance.

  1. 01

    Agentic Data Operations Platform

    1. Code
    2. Knowledge
    3. Graph
    4. Agents
    5. Validation
    6. Deployment

    AI-native data engineering with lineage-aware automation, governed transformation and human-controlled deployment.

    Agentic Data Engineering · Knowledge Graphs · Lineage Intelligence · Metadata AI · Ontology · HITL · Data Governance

    SIX SPECIALIST SUB-AGENTSGOVERNED DATA PLATFORMGitHubSource of truthProject KnowledgeIngested contextData Onboarding AgentPlans and delegatesMetadata IntelligenceOntology AgentData Quality AgentTransformation AgentOrchestration / SchedulingDevOps AgentKnowledge / Lineage GraphSemantic LayerDecision EngineAgent Trace LogsValidationHuman ApprovalIrreversible boundaryDeploymentIaC and CI/CD
    Agentic Data Operations Platform
  2. 02

    Agentic Software Intelligence

    1. Requirements
    2. Code
    3. Tests
    4. Evidence

    Connecting requirements, code, tests and evidence through AI-driven software lifecycle intelligence.

    Software Agents · Requirements Intelligence · Traceability · Test Generation · MCP · SDLC Automation · Evidence Intelligence

    ANALYZE — UNDERSTAND THE CODEREQUIREMENTS — GENERATE AND MAP TO CODEGENERATE — REQUIREMENTS AND TEST ARTIFACTSTEST — RUN AND RECORDCODEBASEGitHub connectorsDESIGN DOCSPDF · Markdown · Confluence MCPRECONagent · groundworkSYNTAXtree-sitter symbols + refsCALLGRAPHresolve symbol tablePRUNEreachability, dead codeDISTILLagent · summarizeMINTagent · requirements — extract, stable IDs, provenanceBINDagent · requirements — map, verify, N+2 votes, human gateHLRagent · hlr — high-level requirementsLLRagent · llr — decompose, ground to call graphCASEGENagent · test-case — test cases per LLRUNITrun in sandboxAPIPROBEagent · api-test — live REST, multi-stepVISIONQAagent · ui-tester — browser QA, element pick
    Agentic Software Intelligence — functional
  3. 03

    Secure Aerospace Knowledge Center

    1. Identity
    2. Authorization
    3. Knowledge
    4. Retrieval
    5. AI

    Identity-aware engineering knowledge retrieval across millions of controlled technical documents.

    Enterprise RAG · Fine-Grained Authorization · Engineering Knowledge · Hybrid Search · Secure Retrieval · Document Intelligence · Identity-Aware Search

  4. 04

    Enterprise Document Intelligence

    1. Documents
    2. Understanding
    3. Validation
    4. Knowledge

    Transforming complex enterprise documents into structured, searchable and decision-ready knowledge.

    Intelligent Document Processing · Multimodal AI · Semantic Extraction · Confidence Routing · Human Validation · Document Intelligence · Governance

  5. 05

    Multi-Tenant Agentic AI Governance

    1. Identity
    2. Policy
    3. Agent
    4. Tools
    5. Observability

    Identity-driven control of agent execution, tool access, budgets, concurrency and enterprise AI consumption.

    Agent Governance · Multi-Tenancy · Policy Enforcement · MCP Security · FinOps · Observability · Identity

  6. 06

    Enterprise Agent Security

    1. Identity
    2. Context
    3. Tools
    4. Memory
    5. Execution

    Defense-in-depth controls across identity, context, tools, memory, data and autonomous execution.

    Agent Security · Prompt Injection Defense · Tool Authorization · Memory Security · Context Protection · Zero Trust AI · Guardrails

  7. 07

    Healthcare AI & Workflow Intelligence

    AI-assisted processing and orchestration of regulated healthcare information with human oversight and traceability.

    Healthcare AI · Document Intelligence · Workflow Intelligence · HITL · Confidence Controls · Auditability · Secure AI

  8. 08

    Version-Aware Knowledge Intelligence

    Delivering the right enterprise knowledge based on identity, entitlement, product context and information version.

    Versioned Knowledge · Context Engineering · Metadata Filtering · Retrieval Policy · Vector Search · Authorization · Knowledge Management

  9. 09

    Knowledge-Graph Impact Intelligence

    Understanding the blast radius of enterprise changes before they reach production.

    Impact Analysis · Graph Intelligence · Dependency Reasoning · Lineage · Graph Versioning · Change Governance · Agentic Reasoning

  10. 10

    Multimodal Engineering Intelligence

    Reasoning across drawings, CAD, documents, standards, assets and revisions as one connected engineering knowledge system.

    Multimodal AI · CAD Intelligence · Spatial Intelligence · Revision Intelligence · Engineering AI · Standards Intelligence · Knowledge Graphs

  11. 11

    Agentic Analytics Intelligence

    Turning business questions into governed, explainable and decision-ready enterprise insights.

    Conversational Analytics · Semantic Intelligence · Query Agents · Metadata Reasoning · Governed Analytics · Decision Intelligence · Data Platforms

  12. 12

    Enterprise Knowledge Fabric

    A shared semantic foundation connecting enterprise documents, data, code, relationships and AI agents.

    Knowledge Fabric · Ontology · Knowledge Graphs · RAG · Context Engineering · MCP · Semantic Architecture

  13. 13

    Enterprise Agent Platform

    A secure runtime foundation for deploying governed, observable and identity-aware AI agents at enterprise scale.

    Agent Runtime · AgentCore · Identity · MCP · Memory · Observability · Governance

  14. 14

    AI Context & Memory Architecture

    Engineering durable agent context across sessions, knowledge, events and enterprise systems without losing trust boundaries.

    Context Engineering · Agent Memory · Semantic Memory · Episodic Memory · Memory Governance · Retrieval · Context Isolation

  15. 15

    MCP Enterprise Integration Platform

    Exposing enterprise capabilities to AI agents through governed, identity-aware and policy-controlled tools.

    MCP · Tool Governance · Agent Identity · API Integration · Tool Authorization · Enterprise Systems · Agent Interoperability

  16. 16

    Agentic Project Onboarding

    Automatically building project intelligence from repositories, documentation, metadata, dependencies and engineering context.

    Repository Intelligence · GitHub MCP · Knowledge Ingestion · Metadata Discovery · Project Context · Semantic Indexing · Agentic Onboarding

  17. 17

    Data Governance Intelligence

    Embedding policy, ownership, access controls and governance directly into modern enterprise data platforms.

    Data Governance · Access Governance · Policy Intelligence · Data Ownership · Metadata · Controls · Auditability

  18. 18

    AI-Driven Data Lineage

    Building connected lineage intelligence across schemas, pipelines, transformations and downstream data products.

    Data Lineage · Dependency Graphs · Metadata Intelligence · Column Lineage · Impact Analysis · Knowledge Graphs · Data Observability

  19. 19

    Human-Governed Agentic Workflows

    Combining autonomous reasoning with deterministic controls and human approval at irreversible decision boundaries.

    Human-in-the-Loop · Agent Orchestration · Approval Gates · Deterministic Execution · Policy Controls · Risk Management · Auditability

  20. 20

    Enterprise AI Observability

    Making agent behavior, reasoning paths, tool activity, latency, cost and failures measurable in production.

    Agent Observability · Tracing · Tool Telemetry · Cost Intelligence · Evaluation · Runtime Monitoring · AI Operations