Eightpoint
AI-Powered Development Excellence

Team Progress Report

Leveraging AI-assisted development to accelerate iOS-to-Android migrations, deliver production-ready features, and establish architectural foundations for new ventures.

18
Packages Migrated
5
Features Delivered
80+
Bugs Fixed
2
Production Deployments

Meet the Team

The minds behind the innovation

Catalin Toncean
Catalin Toncean
Sebastian Lazea
Sebastian Lazea
Alex Preda
Alex Preda
Mihai Kondort
Mihai Kondort
AI-Powered Innovation

AI-Pods
iOS → Android Migration Revolution

Using Claude AI with Agentic capabilities combined with a custom orchestrator that intelligently distributes tasks between Planning and Implementation agents — we pioneered a methodology that transformed how we approach complex cross-platform migrations.

Claude AI
Agentic Planning
Custom Orchestrator
Codex

Our AI Journey

From trial and error to a refined, repeatable methodology

Phase 1 — The Challenge
We Started Wrong

Initially, we threw everything at the AI — complete iOS source code, requirements, expected outcomes — all in one massive prompt.

Hallucinations Inconsistent Output Missing Edge Cases
Lesson: Overwhelming AI with context is counterproductive.
Phase 2 — The Discovery
Structured Preprocessing

We discovered that accurate AI outputs require a well-defined plan BEFORE execution. This preprocessing is essential to prevent hallucinations and ensure correct responses. The AI needs to understand the full context incrementally.

  • Detailed planning phase first
  • Break into small, clear tasks with detailed analysis
  • Execute in meticulous phases for quality results
Phase 3 — The Innovation
Custom AI Agents

We built specialized AI agents, each with domain expertise, coordinated by an orchestrator that distributed tasks between Planning and Implementation agents.

Senior Android Dev Senior iOS Dev Kotlin Specialist Code Reviewer
Phase 4 — The System
Migration Analysis Loop

After each package migration, we generated a Migration Analysis Report — used as context for subsequent migrations. This allowed us to track Android vs iOS parity and continuously improve, resulting in significantly improved execution time and code quality.

Migrate
Analyze
Document
Feed to Next

Orchestrator Architecture

Our custom orchestrator intelligently distributes tasks to specialized agents

Senior Android Developer

Android patterns, Kotlin idioms, Jetpack integration

Senior iOS Developer

iOS context, Swift/Obj-C interpretation

Kotlin Specialist

Best practices, language optimizations

Senior Code Reviewer

Quality assurance, standards compliance

Planning Agent

Task decomposition, workflow orchestration

Implementation Agent

Code generation, migration execution

The key to preventing AI hallucinations is structured preprocessing — establishing a detailed plan before any task allows the AI to understand the full context. Combined with phased execution (small, clear, incremental tasks) and continuous analysis reports, we achieved consistently accurate results and significantly improved both execution time and code quality.

Migrated Packages (18 Total)

Core Packages
and-pkg-user-kit

User management and authentication utilities

Migrated
and-pkg-ads-kit

Advertisement integration and management

Migrated
and-pkg-views-kit

Custom UI components and view utilities

Migrated
and-pkg-premium-kit

Premium subscription and feature gating

Production
and-pkg-extensions-kit

Kotlin/Android extension functions

Migrated
and-pkg-events-kit

Event tracking and analytics dispatch

Migrated
and-pkg-network-kit

Networking layer and API communication

Migrated
and-pkg-debug-kit

Debugging tools and development utilities

Migrated
and-pkg-rate-kit

App rating prompts and review management

Migrated
Permissions Packages
and-pkg-permissions-kit

Core permissions framework

Migrated
and-pkg-permissions-att-kit

App Tracking Transparency equivalent

Migrated
and-pkg-permissions-camera-kit

Camera access permissions

Migrated
and-pkg-permissions-contacts-kit

Contacts access permissions

Migrated
and-pkg-permissions-health-kit

Health data permissions

Migrated
and-pkg-permissions-location-kit

Location services permissions

Migrated
and-pkg-permissions-notifications-kit

Push notification permissions

Migrated
and-pkg-permissions-media-kit

Media library permissions

Migrated
and-pkg-permissions-voice-kit

Microphone/voice permissions

Migrated
Production Deployments
and-pkg-analytics-kit
Live in Production

Full analytics tracking operational

and-pkg-premium-kit
Live in Production

Premium features fully functional

Ready for the Future

Based on the experience accumulated working with AI, we are now equipped to implement and migrate any component with ease in the future — across any technology stack. Our methodology is proven, repeatable, and battle-tested with 18 successful migrations.

Any iOS → Android Rapid Onboarding Any Tech Stack

Closr Application

Location tracking & family safety app — Using Claude & Codex for feature implementation and bug fixes.
Zero ramp-up time — AI helped us familiarize with the codebase in record time.

Features Delivered

Scroll to see the demos in action

video1.mp4
Driving Playback
Handholding
video3.mp4
Driving Report
video4.mp4
Premium Feature
video5.mp4
Map UX Enhancement
0 +
Bugs Fixed

Over 3 months of dedicated quality improvements

Critical crash fixes Performance optimizations UI/UX inconsistencies Data synchronization Edge case handling Memory leak resolutions API integration fixes

Drama Short Initiative

TikTok-style short-form video platform - Foundation Architecture

Core Architecture

  • Project structure following Clean Architecture principles
  • Module organization for scalability and maintainability
  • Dependency injection setup
  • Base classes and interfaces for consistent implementation
  • Build configuration and CI/CD preparation
Codebase Ready

Feature module templates, common utilities, design system foundations, and API contracts defined.

Technology Stack

Jetpack Compose

Modern declarative UI, excellent tooling

Clean Architecture + MVI

Separation of concerns, testability

Retrofit + OkHttp

Industry standard networking

Room + DataStore

Type-safe, reactive data access

Hilt

Official DI, compile-time safety

ExoPlayer / Media3

Feature-rich, customizable video

Summary & Future Outlook

Key achievements and capabilities unlocked

18
Packages Migrated
Complete
2
Production Deployments
Deployed
5
Major Features
Delivered
80+
Issues Resolved
Complete
1
Architecture Foundation
Established

AI Development Workflow

+-------------------------------------------------------------+ | AI Development Workflow | +-------------------------------------------------------------+ | 1. PLAN -> Structured task decomposition | | 2. CONTEXT -> Incremental context provision | | 3. EXECUTE -> Phased implementation with checkpoints | | 4. REVIEW -> AI-assisted code review | | 5. DOCUMENT -> Migration/implementation analysis | | 6. ITERATE -> Use learnings for next task | +-------------------------------------------------------------+
1
Plan
2
Context
3
Execute
4
Review
5
Document
6
Iterate

Future Capabilities

  • Migrate any iOS package to Android with proven methodology
  • Rapidly onboard to new codebases using AI-assisted exploration
  • Deliver features faster with AI pair programming
  • Build Android apps from scratch to prove our AI-based development system
  • Maintain high code quality through AI-assisted review
  • Apply techniques to any technology stack
  • Prove the system with Desktop, Web, and Cross-platform apps using Flutter or similar technologies
"Based on the experience accumulated working with AI — the methodology, the agents, the analysis loop — we are now equipped to implement and migrate any component with ease, in any technology stack."