Shuchi M.-Senior Software Engineer | AI Code Evaluation | iOS / Swift

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Experience
AI Trainer / AI Evaluator
Handshake AI
Project SEAL
- Design research-oriented, deliberately difficult prompts intended to expose reasoning gaps, inconsistencies, and failure modes in AI-generated responses.
- Evaluate model outputs against detailed rubrics covering correctness, relevance, reasoning quality, evidence quality, source grounding, and adherence to requirements.
- Break complex questions into objective, checkable criteria and assess whether responses satisfy each requirement rather than relying on surface-level plausibility.
- Perform independent research and source verification to determine whether claims are factually supported, relevant, and appropriately grounded.
- Produce structured written feedback and quality assessments that support model improvement and AI training workflows.
- Identify ambiguous or underspecified cases and apply governing guidelines and available evidence to make consistent, defensible evaluation decisions.
Senior iOS Developer
Neybox Digital
- Owned the native iOS app Today in Swift from concept to public release, supporting a 4.8/5 App Store rating and 50,000+ downloads.
- Translated business requirements into testable implementation flows and documented technical decisions for reliable delivery.
- Created reusable Swift frameworks that reduced feature development time by 30%; integrated REST APIs, Alamofire, and Firebase.
- Led sprint planning and retrospectives, contributed to architecture reviews, and supported technical decision-making.
Senior Software Engineer — iOS
MetaDesign Solutions
- Redesigned and maintained multiple client iOS applications in Swift and Objective-C, balancing architecture decisions with hands-on implementation.
- Delivered a secure iOS application for UK nurseries supporting child development tracking across multiple institutions and worked directly with stakeholders to clarify requirements.
- Built a SwiftUI application achieving a 4.7/5 App Store rating with 10,000+ downloads.
- Improved bug detection and app performance by 30% through unit/UI testing with XCTest and debugging/profiling in Xcode Instruments.
- Modernized a legacy UIKit codebase to MVVM architecture, reducing technical debt by 40%.
Industry experience
See where this freelancer has spent most of their professional time.
Experienced in Information Technology and Education.
Business area experience
See which departments and functions this freelancer has contributed to most.
Experienced in Information Technology, Product Development, Quality Assurance, Research and Development, and Project Management.
Summary
Senior Software Engineer with 8+ years of iOS engineering experience and hands-on AI Trainer / Evaluator experience. Strong in Swift, SwiftUI, Objective-C, debugging, architecture, testing, code quality, and technical assessment. Experienced evaluating AI-generated outputs against detailed rubrics, identifying correctness and reasoning gaps, verifying evidence, and producing structured written judgments. Comfortable assessing whether generated technical work satisfies requirements, preserves expected behavior, and is maintainable. Particularly interested in LLM-generated code review, software-engineering evaluation, and open-source development workflows.
Skills
Llm / Ai Evaluation
- Llm Output Evaluation
- Rubric-Based Assessment
- Model-Failure Analysis
- Prompt Testing
- Written Technical Justification
Software Engineering
- Swift
- Swiftui
- Objective-C
- Uikit
- Combine
- Async/Await
- Rest Apis
- Git
- Github
- Xcode
Code Quality
- Code Review
- Debugging
- Architecture Review
- Refactoring
- Testing
- Performance Profiling
- Regression Awareness
Analytical Assessment
- Requirement Decomposition
- Edge-Case Analysis
- Consistency Checks
- Ambiguity Resolution
- Evidence Verification
Languages & Frameworks
- Swift
- Objective-C
- Swiftui
- Uikit
- Combine
- Core Data
- Async/Await
- Gcd
- Xctest
Architecture
- Mvvm
- Mvc
- Clean Architecture
- Dependency Injection
- Offline-First Patterns
Engineering
- Code Review
- Unit Testing
- Ui Testing
- Tdd
- Debugging
- Performance Profiling
- Rest
- Json
- Firebase
- Push Notifications
Tools
- Xcode
- Instruments
- Git
- Github
- Jira
- Figma
- Zeplin
- Testflight
- Claude Code
- Chatgpt
- Agile/Scrum
- Ci/Cd
- App Store Deployment
Languages
Education
Feroze Gandhi Institute of Engineering and Technology
Bachelor of Technology · Computer and Information Sciences · India · 8
Statistics
Experience
Expertise
Qualifications
Frequently asked questions
Have questions? Find more information here.
Shuchi is based in New Delhi, India and can operate in on-site, hybrid, and remote work models.
Shuchi speaks the following languages: Hindi (Native), English (Advanced).
Shuchi has at least 9 years of experience. During this time, Shuchi has worked in at least 3 different roles and for 3 different companies. The average length of individual experience is 3 years and 10 months. Note that Shuchi may not have shared all experience and actually has more experience.
Based on recent experience, Shuchi would be well-suited for roles such as: AI Trainer / AI Evaluator, Senior iOS Developer, Senior Software Engineer — iOS.
Shuchi's most recent position is AI Trainer / AI Evaluator at Handshake AI.
In recent years, Shuchi has worked for Handshake AI, Neybox Digital, and MetaDesign Solutions.
Shuchi is most experienced in industries like Information Technology and Education.
Shuchi is most experienced in business areas like Information Technology, Product Development, and Project Management. Shuchi also has some experience in Quality Assurance and Research and Development.
Shuchi has recently worked in industries like Information Technology and Education.
Shuchi has recently worked in business areas like Information Technology, Product Development, and Project Management.
Shuchi holds a Bachelor in Computer and Information Sciences from Feroze Gandhi Institute of Engineering and Technology.
Shuchi is immediately available part-time for suitable projects.
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Calculated based on our freelancers’ daily rates as of 27 Oct 2026. Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
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