Business-to-Technology
Solutioning
Translating business problems, operational constraints, and stakeholder requirements into clear technical approaches, functional workflows, and implementable solutions.
MAKE IT WORK.
Business perspective.
Architectural thinking.
Hands-on engineering.
From business challenges
to intelligent systems.
THE SPACE BETWEEN STRATEGY & DELIVERYENTERPRISE SYSTEMS × APPLIED AI
AI & Enterprise Solutions Architect
Business problems.
AI capabilities.
Connected.
I translate complex business requirements into practical solution architectures, combining enterprise integration experience with hands-on AI product engineering.
How I approach a problemFINANCIAL TECHNOLOGYDISTRIBUTED SYSTEMSAPPLIED AI
01 / PERSPECTIVE
I design and build technology solutions that connect business needs with enterprise systems and emerging AI capabilities.
My background spans financial technology, distributed systems, cloud architecture, and independent AI product development. I’ve worked across the solution lifecycle, from understanding requirements and evaluating technical approaches to designing integrations, implementing applications, and delivering working solutions.
02 / CAPABILITIES
What I bring.
Business understanding first.
Technology with a purpose.
Business-to-Technology
Enterprise Systems
& Integration
Designing and implementing integrations across distributed applications, financial platforms, APIs, messaging systems, and cloud infrastructure.
Applied AI &
Intelligent Workflows
Exploring and implementing speech AI, local language models, semantic retrieval, and intelligent text processing with attention to user experience, system constraints, and practical utility.
Architecture
Through Execution
Bridging solution design and engineering implementation, with experience developing proofs of concept, deploying applications, and independently shipping software.
03 / SELECTED ENTERPRISE WORK
Complexity, connected.
Financial infrastructure. Enterprise platforms.
Practical paths from requirements to delivery.
01 / ENTERPRISE FINANCIAL TECHNOLOGY
Digital Currency &
Core Banking Integration
Contributed to the integration of a distributed ledger-based digital currency platform with cross-border payment infrastructure and conventional core banking systems.
Explore the work
Worked across service design, transaction workflows, asynchronous messaging, and platform interoperability, translating complex financial processes into interconnected application components.
My contributionOwned low-level design for integration components and contributed to high-level design for microapplications. Built Kotlin components connecting ledger workflows, external settlement, and core banking operations through NATS and REST APIs.
Architecture considerationDefine clear integration boundaries between independently deployed applications and coordinate transaction state across asynchronous and synchronous interfaces.
INTEGRATION BOUNDARIES / CONCEPTUAL VIEW
Application workflowsRequest & transaction state
NATS / REST
Integration componentsOrchestration & interoperability
Settlement platform
Core banking
Simplified project context. Not a production system blueprint.
02 / CAPITAL MARKETS
Privacy-Aware
Securities Infrastructure
Collaborated with enterprise stakeholders and a Solutions Architect to translate securities distribution requirements into a working technical proof of concept.
Explore the work
Implemented application workflows supporting controlled transaction visibility and participated in iterative solution development and the final technical demonstration.
My contributionDeveloped Corda/Kotlin workflows and depth-first traversal of multi-tier custody relationships. Worked directly with stakeholders alongside a Solutions Architect and led the final demonstration.
Architecture considerationDetermine downstream recipients while controlling which parties receive relevant transaction data and protecting sensitive custody relationships.
DISTRIBUTION LOGIC / CONCEPTUAL VIEW
Securities distributionEntitlements & payment obligations
CONTROLLED DISCLOSURE
Custody hierarchyDepth-first traversal
Custodian
Sub-custodian
Relevant data shared with relevant parties.
03 / FINANCIAL TECHNOLOGY
Cloud Infrastructure
for Digital Assets
Owned application development and cloud deployment activities for a digital asset platform.
Explore the work
Worked on AWS infrastructure, environment architecture, infrastructure-as-code, and private network connectivity between application and client environments.
My contributionTook primary technical ownership of Corda application development and deployment. Designed the private cloud environment, provisioned VPC and EC2 infrastructure with Terraform, and configured private client connectivity.
Architecture considerationConnect application delivery, repeatable environment provisioning, and private access boundaries in one deployable solution.
ENVIRONMENT DESIGN / CONCEPTUAL VIEW
AWS / PRIVATE VPC
Application servicesCorda / EC2
Infrastructure as codeTerraform provisioning
PRIVATE CONNECTIVITY
Client environment
04 / ENTERPRISE SAAS
Cloud-Native
Enterprise Software
Developed cloud-native software and backend integrations within enterprise data protection and analytics platforms.
Explore the work
Worked with microservices, messaging infrastructure, cloud services, and application interfaces to support distributed product functionality.
My contributionJoined an initial 10-member engineering team building a Backup as a Service offering. Developed Java/Spring Boot integration and orchestration services, working with Kafka and RabbitMQ in an AWS/Azure Kubernetes environment.
Architecture considerationConnect new SaaS application workflows to established enterprise backup capabilities through service orchestration and APIs.
SERVICE ORCHESTRATION / CONCEPTUAL VIEW
Cloud applicationCustomer workflows & APIs
JAVA / SPRING BOOT
Integration servicesKafka / RabbitMQ
API ORCHESTRATION
Enterprise backup platform
04 / INDEPENDENT AI PRODUCTS
Architecture.
Made tangible.
Three native macOS applications.
From model trade-offs to working software.
01 / HUSHSPEECH AI / PUBLICLY RELEASED
Hush.
Natural dictation with intelligent text refinement.
A native macOS application that converts speech into text and refines spoken language using on-device capabilities and Apple Intelligence.
Designed and built across speech capture, text processing, desktop integration, product experience, and release.
Explore Hush
02 / STILLSEMANTIC RETRIEVAL / PUBLIC PREVIEW
Still.
Finding information by meaning, not just filenames.
A local semantic file-discovery application that uses embedding models, indexing, and contextual retrieval to make personal information easier to discover.
Designed around local processing, efficient indexing, and practical semantic search, with a focus on image and video libraries.
Explore Still03 / CHORUS
Words into
voice.
GENERATIVE AUDIO / INDEPENDENT PROJECT
Chorus.
A local studio for AI-generated speech.
A native macOS text-to-speech application integrating local speech generation models with customizable voice output and audio export.
Built to explore the capabilities and practical trade-offs of local generative audio systems.
Ask me about Chorus05 / HOW I THINK
Clarity before complexity.
A practical approach to solution architecture.
From an ambiguous brief to a working system.
Understand
the problem.
Identify business objectives, stakeholder requirements, existing processes, operational constraints, and desired outcomes.
Evaluate the
solution space.
Compare available technologies, integration patterns, AI capabilities, and implementation trade-offs before choosing an approach.
Design
the system.
Translate the proposed solution into component architecture, data flows, interfaces, application workflows, and integration boundaries.
Validate through
implementation.
Build proofs of concept or working components to test assumptions, identify integration challenges, and establish technical feasibility.
Deliver
and evolve.
Connect design decisions with implementation, deployment, feedback, and continued product improvement.
06 / EXPERIENCE
Enterprise foundations.
Independent execution.
SnapSeek.ai
Founder & Software Engineer
AI Product DevelopmentR3
Solutions Engineer, APAC
Enterprise Financial TechnologyVeritas Technologies
Software Engineer
Enterprise Cloud Software · Includes internship
A CONVERSATION IS A GOOD PLACE TO START.
Let’s build something
meaningful.
I’m interested in opportunities at the intersection of AI solution architecture, enterprise technology, and technical product delivery.
Get in touch