iOS Engineer with 5+ years of experience shipping native consumer apps in Swift, SwiftUI, and UIKit. Built and launched ZEALO, an Adaptive AI Fitness Intelligence platform across iPhone and Apple Watch with 1,300+ organic downloads and 1st Place at CBIC 2026. Experienced in HealthKit, Swift Concurrency, local-first architecture, AI/LLM integration, testing, performance, and App Store delivery.
- Years shipping iOS
- 5+
- Organic ZEALO downloads
- 1,300+
- Place, CBIC 2026
- 1st
- GPA, M.S. Data Science
- 3.97

ZEALO
Adaptive AI Fitness Intelligence.
Privacy-first fitness intelligence platform spanning iPhone, Apple Watch, widgets, Live Activities, and Dynamic Island, with 1,300+ organic downloads and 1st Place at CBIC 2026.



Private by design.Intelligent by default.
9 → 4
A coach that thinks in budgets.
A hybrid deterministic + LLM system with structured outputs, validation gates, and on-device intent routing cut AI-coach execution from up to 9 model calls to a 4-call budget per question.
82/82
Validated, not hoped for.
Plan generation passed an 82/82 live-AI run, a ~3,945-case test matrix, adversarial testing, and 6 XCUITest flows.
1,300+
Organic downloads.
Grown without paid acquisition, then awarded 1st Place and a $4,000 prize at CBIC 2026.
1,260 → 53
Calories, corrected.
An unsourced calorie model was replaced with 2024 Compendium MET values, fixing a 6-hour idle-workout estimate from 1,260 kcal to 53 kcal.
Watch
Built for the wrist.
Live workout execution, heart-rate zones, motion-based rep detection, and effort scoring on Apple Watch.
4
Wearables, one intelligence layer.
WHOOP, Oura, Fitbit, and Garmin signals normalized alongside HealthKit for readiness, training, and recovery.
5
Surfaces across iOS.
iPhone, Apple Watch, widgets, Live Activities, and Dynamic Island, with StoreKit 2, iCloud sync, and Firebase telemetry.
Take a closer look.
More from AutoClosure LLC and research
Two more apps.Same obsession with craft.
Tech Signal
Developer intelligence feed · SwiftUI
Aggregates 30+ developer sources with cache-first loading, personalized ranking, trend detection, and on-device summarization, with zero third-party runtime dependencies.
- Sources
- 30+
- Summaries
- On-device
- Third-party deps
- 0

DermaFusion
On-device skin-lesion classification · Research prototype
Native SwiftUI app that runs a two-model EfficientNet-B4 ensemble as FP16 Core ML packages, so photos are analyzed entirely on iPhone with no cloud, sign-in, or analytics.
- AUROC
- 0.830
- Top-3 accuracy
- 95.4%
- Training images
- 61,694
More projects
iOS
NewsWave: News Aggregation
Multi-category news experience with trending, search, bookmarks, and social sharing.
Learn moreiOS
WhimAI
AI-powered conversational iOS app focused on expressive interactions and polished native UX.
Learn moreMachine learning
Job Market Analysis Platform
End-to-end analytics platform for tech job trends, salary prediction, and skill demand intelligence.
Learn moreMachine learning
Expense Fraud Detection System
Enterprise fraud detection pipeline with engineered features and actionable review workflows.
Learn moreMachine learning
Customer Churn Prediction System
Recall-focused telecommunications churn model with feature engineering, threshold optimization, and business-oriented retention recommendations.
Learn moreMachine learning
Graduate Admissions Predictor
Predictive model estimating admission probability using academic and profile signals.
Learn moreMachine learning
Trading on Trends
Sentiment-driven market analysis system linking social signals with stock movement insights.
Learn more
5+ years of native iOS
Experience.
Feb 2025 – Present
AutoClosure LLC
iOS Engineer & Founder
Baltimore, MD
- Founded AutoClosure LLC and own end-to-end architecture, development, testing, App Store delivery, and production operations for two native iOS products, ZEALO and Tech Signal.
- Designed and launched ZEALO (Adaptive AI Fitness Intelligence), a privacy-first platform spanning iPhone, Apple Watch, widgets, Live Activities, and Dynamic Island, reaching 1,300+ organic downloads and winning 1st Place at CBIC 2026.
Show 6 moreShow less
- Architected a hybrid deterministic + LLM system with structured outputs, validation gates, evidence-backed constraints, on-device intent routing, and offline fallbacks, reducing AI-coach execution from up to 9 model calls to a 4-call budget per question while improving privacy and failure handling.
- Built a 4- to 12-week adaptive training-plan engine with automated progression, constraint validation, retry-on-violation, and deterministic fallback, and validated generation through an 82/82 live-AI run, ~3,945-case test matrix, adversarial testing, and 6 XCUITest flows.
- Engineered HealthKit-based Recovery, Training Readiness, Strain, and Stress systems using personalized baselines, plus adaptive nutrition, menstrual-cycle-aware guidance, and Weekly Intelligence. Replaced an unsourced calorie model with 2024 Compendium MET values, correcting a 6-hour idle-workout estimate from 1,260 kcal to 53 kcal.
- Built the Apple Watch companion with live workout execution, heart-rate zones, motion-based rep detection, and effort scoring, and integrated StoreKit 2, iCloud sync, Firebase Analytics, Realtime Database, Crashlytics, and App Check for subscriptions, synchronization, telemetry, crash diagnostics, and app integrity.
- Expanded ZEALO beyond Apple Watch by integrating WHOOP, Oura, Fitbit, and Garmin, normalizing cross-device health, activity, sleep, heart-rate, and recovery signals into a unified intelligence layer for readiness, training, recovery, and personalized recommendations.
- Built and launched Tech Signal, aggregating 30+ developer sources with cache-first loading, personalized ranking, trend detection, and on-device summarization using Apple’s Natural Language framework, with zero third-party runtime dependencies.
- SwiftUI
- WatchKit
- HealthKit
- Swift Concurrency
- StoreKit 2
- LLM integration
- XCUITest
- Firebase
Aug 2022 – Dec 2024
ZetoStudio
iOS Developer
Hyderabad, India
- Built and shipped 10+ production iOS features in Swift and SwiftUI, owning work from product requirements through QA, App Store release, and post-release support.
- Designed 20+ modular feature components that separated networking, persistence, and view-model layers, improving testability, maintainability, and reuse across the codebase.
Show 3 moreShow less
- Integrated REST APIs using URLSession, Codable, async/await, and Combine, and added offline-first caching to reduce unnecessary network requests and improve first-load reliability.
- Profiled complex screens with Instruments, memory analysis, image-pipeline optimization, and list virtualization, maintaining smooth 60 FPS interaction on older iOS devices while reducing UI stalls and memory pressure.
- Created reusable SwiftUI components and view-model patterns, wrote 100+ XCTest unit/UI tests, maintained CI workflows, and participated in code reviews to catch regressions before release.
- Swift
- SwiftUI
- Combine
- async/await
- Instruments
- XCTest
- CI/CD
Jul 2021 – Jul 2022
Grid Dynamics
iOS Developer
Hyderabad, India
- Built customer-facing iOS features for retail and e-commerce clients in Swift and UIKit, including product catalog, checkout, and account-management workflows.
- Integrated 15+ REST APIs, push-notification services, analytics SDKs, and reusable UI components to support scalable product features and consistent client experiences.
Show 2 moreShow less
- Diagnosed and resolved 75+ pre-production and live defects across API connectivity, checkout flows, push notifications, and device-specific UI behavior while coordinating with product, QA, and backend teams.
- Migrated 15+ legacy UIKit components toward SwiftUI and Combine through modular refactoring, pair programming, architecture reviews, and incremental rollout.
- Swift
- UIKit
- REST APIs
- Push notifications
- SwiftUI migration
Tech specs
Skills and education.
- Languages
- Swift · Python · SQL
- iOS & Apple Platforms
- iOS SDK · SwiftUI · UIKit · Swift Concurrency · async/await · multithreading · Combine · GCD · SwiftData · Core Data · HealthKit · WatchKit · WidgetKit · Live Activities · Dynamic Island · StoreKit 2 · CoreML · Vision · NaturalLanguage · AVFoundation · MapKit · Swift Charts · PDFKit
- Architecture & Data
- MVVM · State management · Protocol-oriented programming · Dependency injection · Modular feature architecture · Local-first / offline-first · REST APIs · URLSession · Codable · JSON · iCloud sync · Firebase Analytics · Realtime Database · Crashlytics · App Check
- AI & On-Device Intelligence
- LLM integration · Structured AI workflows · Deterministic validation and fallbacks · On-device intent classification · Privacy-first AI boundaries · CoreML
- Quality & Tooling
- XCTest · XCUITest · UI testing · Instruments · Performance optimization · Memory management and profiling · Accessibility · Dynamic Type · VoiceOver · Xcode · Git / GitHub · CI/CD · App Store Connect · Agile / Scrum
Jan 2025 – Dec 2026 (Expected)
M.S. Data Science
University of Maryland, Baltimore County (UMBC)
Baltimore, Maryland
GPA 3.97 / 4.00
2017 – 2021
B.Tech. Computer Science
Vidya Jyothi Institute of Technology
Hyderabad, India
GPA 3.45 / 4.00
Honors
Recognized on stage.

1st Place, Cangialosi Business Innovation Competition (CBIC) 2026
Awarded a $4,000 prize by bwTech@UMBC for ZEALO (formerly RepTrack Pro).

Apple WWDC 2026
Selected for in-person attendance at Apple Park through an Apple Developer Program invitation.
First-author manuscript in preparation
“ZEALO: A Hybrid AI-Deterministic Architecture for Personalized Fitness and Nutrition Plan Generation on iOS.”
Speaking and programs
Out in the community.
Top 5 finalist · 2026
ATA × IdeaBazz
Pitched ZEALO at IdeaBazz, the startup pitch competition at the American Telugu Association (ATA) Convention, and placed in the top 5. Recognized on the main convention stage.
Cohort member · Summer 2026
UMBC Launchpad
Selected for the summer 2026 cohort of UMBC Launchpad, the startup program of the Alex. Brown Center for Entrepreneurship & Innovation. Built ZEALO alongside fellow student founders and presented the venture to the cohort and program mentors.
Founder presentation · 2026
1 Million Cups Baltimore
Presented ZEALO at 1 Million Cups Baltimore, the Kauffman Foundation’s founder forum, followed by open Q&A with Baltimore’s entrepreneur community.
Panelist · Fall 2026
UMBC Fall ’26 Orientation
Spoke as a student panelist at UMBC’s Fall 2026 orientation, sharing my experience as a graduate student and founder with incoming students.
Press and testimonials
In their words.

UMBC Stories
Meet a Retriever: Manikanta Sirumalla
UMBC’s profile of my path as an international data science graduate student, solo founder, and creator of ZEALO.
Read the story
YouTube podcast
Founder journey and building ZEALO
A conversation about building as a student founder and turning an iOS product into a venture.
Watch
Testimonials
“Mani brought all the talent and hard work. I just helped with the storytelling. He was open to feedback, kept refining the pitch, and it was incredibly exciting to share in the moment when he was announced as the winner.”
Chris White
Presquared, Entrepreneur in Residence at bwtech
“Manikanta consistently delivered clean, well-architected iOS code that was easy to maintain and extend. His SwiftUI animations boosted user engagement by 20%, and his API optimizations cut data retrieval time by 30%. A reliable, detail-oriented engineer.”
Venkateshwar Rao
Engineering Lead, ZetoStudio
“Manikanta has shown strong applied ML judgment across both classical machine-learning work and product-oriented modeling. In his telecommunications churn project and later [ZEALO] modeling discussions, he demonstrated thoughtful model selection, metric-driven evaluation, and a clear understanding of how ML systems can scale into real-world applications.”
Dr. Masoud Soroush
UMBC Data Science Faculty
Writing.
Read on Medium- Demystifying Debounce and Throttle in Combine Framework
- Exploring SwiftData: Enhancing Data Management in iOS Applications
- How to Implement Native Volume Controls and AirPlay Button in SwiftUI
- A Guide to Localizing Your iOS Applications
- Creating Custom iOS Frameworks
Contact
Let’s buildwhat’s next.
F-1 CPT eligible · STEM OPT eligible after Dec 2026 (36 months) · Open to U.S. relocation



























