Engineering · AI · Products · Mobile

Building products, teams
and intelligent systems.

Engineering leader, architect and founder working across mobile, agentic AI, connected systems and Physical AI.

Engineering·Agentic AI·Products·Startups

15+ years building products, platforms and engineering teams.

Building
01 / Approach

I don't ship features.I ship systems.

Architecture, teams and product decisions treated as one connected system — because that's what survives contact with reality.

02 / Build

100+ products, shipped end to end.

Mobile, backend, cloud and connected platforms across healthcare, consumer and enterprise. Fifteen years of shipping, not slideware.

03 / Scale

Scale is when the system keeps moving without you.

Build the structure, standards and operating rhythm that let teams execute, make decisions and compound progress without depending on constant intervention.

04 / Venture

Founder, three times.CTO, three times.

Zero to one under real constraints: no budget, no certainty, no room for theory. Product, capital and engineering in the same head.

05 / Applied AI

AI in production, not in demos.

Agents, retrieval, tool use, evaluation and context engineering — designed around human review and real accountability.

06 / The Work

The messy middle is the job.

Ambiguity becomes a prototype. A prototype becomes a system. A system becomes scale. Most of the value is created in between.

Ambiguity→Prototype→System→Scale
07 / Through-line

One long-running system.

Engineering, applied AI, products and startups — different surfaces of the same practice: turning uncertainty into something operable.

Selected Work

The work behind the story.

A few things I've helped turn from ambiguity into something real.

100+ products and applications shipped across enterprise, startups and products I've founded.

A few representative builds.

01 / Intelligence · Build · Scale

Payer Migration Intelligence

AI-native migration and validation for complex payer platforms, designed around explicit exceptions and human review.

Role

Engineering & Applied AI Leadership

The challenge

Automating complex mappings and rules without turning ambiguous outputs into silent production decisions.

What changed

Separated deterministic transformation, AI validation and exception handling into a workflow where people remain accountable for decisions that require judgment.

Payer / ClaimsAgentic WorkflowHuman ReviewMobileReact NativeiOSAndroid
02 / Connect · Build · Scale

Connected Systems

An OEM product platform spanning physical sensing hardware, firmware, mobile applications and cloud services.

Role

Connected Product Architecture & Engineering Leadership

The challenge

Different runtimes, release cycles and physical constraints had to feel like one reliable product.

What changed

Defined the contracts connecting hardware, firmware, mobile and cloud, while creating reusable platform capabilities for OEM and partner experiences.

OEM PlatformDevice → CloudHardware + SoftwareOTA / LifecycleMobileReact NativeiOSAndroid
03 / Build · Discover · Scale

Research Discovery at Scale

A personalized research-discovery product helping researchers find relevant scientific literature through mobile, search and AI-assisted recommendations.

Role

Mobile & Product Engineering

The challenge

Discovery only works when relevance, speed and reliability arrive together. Weak search, slow data paths or fragile mobile behavior immediately become product problems.

What changed

Reworked mobile discovery, caching and search integration around the real usage path while connecting personalization and backend retrieval into a more predictable experience.

10M ResearchersSearch + PersonalizationOffline-first MobileAI-assisted DiscoveryMobileReact NativeiOSAndroid
04 / Build · Venture · Scale

Marketplace From Zero to Scale

A bootstrapped consumer marketplace built from zero to approximately 500K users across India, the UAE and Southeast Asia.

Role

Founder & CTO

The challenge

No budget, no established supply or demand, and no certainty that either side of the marketplace would exist at meaningful scale.

What changed

Started with the smallest useful product, used real market behavior to guide engineering decisions, and expanded the platform as demand earned additional complexity.

500K UsersBootstrapped3 RegionsYC Startup SchoolMobileReact NativeiOSAndroid
05 / Intelligence · Connect · Build

Longitudinal Health Intelligence

An AI-native health product designed to turn fragmented wearable, lifestyle and lab data into longitudinal context a person can actually use.

Role

Founder & CTO

The challenge

Health signals are noisy, personal and continuous. Insight becomes useful only when current measurements are understood in the context of history.

What changed

Designed the product around a persistent health state, retrieval and longitudinal context rather than isolated dashboards or one-off AI interpretations.

AI-native ProductLongitudinal ContextWearables + LabsRAG / RetrievalMobileReact NativeiOSAndroid
06 / Intelligence · Privacy · Build

Private AI Memory

A native iOS memory product where capture, transcription, semantic retrieval and personal context stay on the device.

Role

Founder & CTO

The challenge

Useful personal AI wants context, but the most useful context is often the data people least want to send somewhere else.

What changed

Built the memory architecture around local transcription, storage, embeddings and semantic retrieval so privacy is part of the system rather than an option layered on top.

On-device AIPrivate MemorySemantic RetrievalMobileReact NativeiOSAndroid
Through-line

Different products.The same instinct.

Find the hard part. Make it understandable. Build the system around it.

A few stories deserve a closer look.