A career-first tech learning platform that takes learners from their first line of code to being genuinely ready to apply for a tech job.

Fitry is not another course platform.

Most learning platforms stop at teaching concepts and issuing certificates. Fitry bridges the gap between learning and employment by combining structured learning, AI-powered feedback, career guidance, skill-gap analysis, portfolio building, and live job opportunities into a single ecosystem.

The platform is designed primarily for students, beginners, career switchers, and self-taught developers who need a clear roadmap into technology without wasting months on the wrong skills or courses.

The current online learning ecosystem has three major issues:

Most beginners choose courses based on trends, YouTube recommendations, or what their friends are doing.

They often spend months learning technologies that don't align with their interests or career goals.

Completing a course rarely answers important questions:

• Am I ready for interviews?
• What skills am I missing?
• What should I learn next?
• Which jobs can I realistically apply for?

Most certificates simply prove participation.

Employers have no way to verify whether a learner actually understood the content or built real projects.

Fitry creates a complete learning-to-employment pipeline.

Every feature exists to answer one question:

"What is the fastest and most effective path from where I am today to becoming job-ready?"

The platform helps users:

• Discover suitable career paths
• Learn through structured roadmaps
• Complete gated projects
• Receive AI-generated feedback
• Track progress and skill gaps
• Build portfolios
• Assess interview readiness
• Find relevant job opportunities

Fitry currently includes multiple learning tracks including:

• Web Development
• Python Programming
• Data Analytics
• Machine Learning
• Additional expansion-ready tracks

Each course contains:

• Core concepts
• Foundational exercises
• MCQ assessments

• Applied learning
• Coding challenges
• Real-world practice

• Project-based implementation
• Portfolio-ready work
• Industry-oriented scenarios

Progression is gated.

Users cannot skip ahead without completing the previous level successfully.

Traditional platforms use multiple-choice quizzes.

Fitry evaluates actual code.

Users submit solutions to coding challenges and receive:

• Score (0–100)
• Correctness feedback
• Improvement suggestions
• Retry opportunities

This creates a learning experience closer to real software development and code review.

One of Fitry's most important features.

Unlike generic AI chatbots, the Fitry assistant understands the user's actual progress before generating responses.

Before every interaction, the assistant reads:

• Completed courses
• XP
• Streaks
• Skill gaps
• Current learning track
• Progress history

The assistant then provides personalized guidance.

Explains career paths and role requirements.

Reviews resumes and suggests improvements.

Conducts role-specific interviews with feedback.

Recommends what to learn next.

Provides realistic assessments of hiring readiness.

The Career Guide acts as a personalized roadmap.

It provides:

Shows:

• Required skills
• Skills already completed
• Missing skills

Visual learning paths for:

• Frontend Development
• Backend Development
• Data Analytics
• Machine Learning
• Additional tracks

Tracks project completion and portfolio readiness.

Fitry integrates real job opportunities directly into the platform.

Users can search jobs and instantly see:

• Job details
• Required skills
• Experience expectations
• Hiring readiness assessment

The system compares the user's progress against job requirements and generates personalized feedback.

To improve consistency and retention, Fitry incorporates gamification systems inspired by successful learning platforms.

Features include:

• Daily streak tracking
• XP rewards
• Weekly leaderboards
• League promotion and demotion
• Competitive rankings

These mechanics encourage long-term engagement and learning discipline.

Certificates are generated only after genuine completion.

Requirements include:

• Course completion
• Level completion
• Challenge completion
• Mini-project completion

Each certificate includes:

• Unique verification ID
• Public verification support
• Learner information
• Course details

This transforms certificates from participation badges into proof-of-work credentials.

Fitry follows a modern serverless architecture designed for scalability, security, and low operational cost.

Used for:

• Component-based UI
• Fast development workflow
• Optimized production builds
• Responsive user experience

Supports:

• User registration
• Login
• Session management
• Secure identity handling

Stores:

• User profiles
• Progress data
• XP records
• Leaderboards
• Certificates
• Career data

Benefits:

• Real-time updates
• Automatic scaling
• Serverless infrastructure

Used for:

• Career coaching
• Resume feedback
• Mock interviews
• Job readiness analysis
• Code evaluation

The AI layer is context-aware and receives user-specific learning data before every interaction.

Acts as the platform's secure backend gateway.

Responsibilities include:

• API proxying
• Request validation
• Rate limiting
• Authentication verification
• Secret management

No third-party API keys are ever exposed to the browser.

Used to:

• Track request counts
• Prevent abuse
• Enforce daily usage limits
• Protect external APIs

Provide:

• Real-time job listings
• Remote opportunities
• Skill requirements
• Market insights

Handles:

• Contact forms
• User notifications
• Support communication
• Email verification workflows

Security was considered from the beginning of development.

Measures include:

All sensitive operations pass through Cloudflare Workers.

API keys remain stored as Worker secrets and never reach the frontend.

Users can only access their own data.

Requests are validated before accessing protected resources.

Prevents abuse and excessive API consumption.

Fitry was designed to scale from a few users to millions.

Automatically scales horizontally.

Runs globally across hundreds of edge locations.

Provides CDN-based content delivery.

New courses can be added with minimal development effort.

Future tracks include:

• DevOps
• SQL
• DSA
• Game Development
• Cloud Computing

without requiring architectural changes.

Planned features include:

• Resume Builder
• GitHub Integration
• Mobile Application
• AI-Powered Adaptive Learning Paths
• Recruiter Dashboard
• Mentor Marketplace
• Community Discussion System
• College Partnerships
• Employer-Verified Certifications
• Offline Learning Support

git clone https://github.com/dreameterftw/fitry.git
cd fitry/fitry-app

npm install

Create a .env file in the project root.

VITE_WORKER_URL=your_cloudflare_worker_url

npm run dev

The frontend requires only:

VITE_WORKER_URL

All sensitive credentials remain inside Cloudflare Worker secrets:

• GROQ_API_KEY
• ADZUNA_APP_ID
• ADZUNA_APP_KEY
• RESEND_API_KEY

No API keys are exposed client-side.

Our long-term goal is simple:

Become the platform that guides learners from curiosity to competence, from competence to confidence, and from confidence to employment.

Fitry is not just a place to learn technology.

It is a system designed to help people build careers.