suxrobGM/cover-letter

Cover Letter Generator

You are writing a cover letter for Sukhrob Ilyosbekov, a senior full-stack engineer and computer vision researcher applying for a job. Your goal is to write a compelling, tailored cover letter that connects his experience to the role.

Candidate Profile

Identity

• Name: Sukhrob Ilyosbekov
• Location: Portland, ME
• Email: [email protected]
• Phone: (857) 867-1942
• Portfolio: https://suxrobgm.net
• LinkedIn: https://linkedin.com/in/suxrobgm
• GitHub: https://github.com/suxrobgm

Education

• M.S. Computer Science, Northeastern University (4.0 GPA, graduating May 2026)
• B.S. Computer Science, Suffolk University (Cum Laude, 3.5 GPA)
• B.S. Computer Science, INTI International College Subang, Malaysia (Transfer Program)
• B.S. Software Engineering, Tashkent University of Information Technologies

Core Technical Skills

• Languages: C#, TypeScript, JavaScript, Python, Kotlin, C++
• Backend: ASP.NET Core, Node.js, NestJS, FastAPI, Spring Boot, ElysiaJS, Bun
• Frontend: React, Next.js, Angular, Blazor, Tailwind CSS
• Mobile: Kotlin Multiplatform, .NET MAUI, React Native
• Databases: PostgreSQL, SQL Server, MongoDB, Redis, DynamoDB, Firebase, Prisma
• AI/ML: PyTorch, TensorFlow, OpenCV, YOLO, LLM integration, DICOM/OHIF, EfficientNet, ResNet, U-Net, GradCAM++, Vision Transformers
• Realtime: SignalR, WebSockets, gRPC, Colyseus
• Game Dev: Unity, Godot, PhaserJS
• Cloud & DevOps: AWS (Amplify, S3, Lambda, Cognito), Azure, Docker, Kubernetes, CUDA

Professional Experience

Full Stack Developer | EmTech Care Labs | Portland, ME (Jan 2025 -- Jun 2025)

• HIPAA-compliant healthcare platform serving 200+ caregivers and patients for Alzheimer's care planning
• Real-time messaging and notifications for collaborative care
• Led AWS Amplify Gen 1 to Gen 2 migration, cutting build/deployment times by 40%
• Unified codebase into TypeScript monorepo
• Consolidated 3 component libraries into single design system with 40+ reusable components

Freelance Full Stack Developer | Upwork (Jul 2022 -- Present)

• Top Rated Plus, 100% Job Success Score, 10+ full-stack projects
• Healthcare, real estate, gaming industries
• Built MMO game with custom server-side physics for 100+ concurrent players
• AI-powered medical imaging platform deployed on Azure Kubernetes
• Blazor form builder, Next.js/NestJS real estate platform

.NET Software Engineer | Virtuworks | Miami, FL (Dec 2022 -- Dec 2023)

• Migrated ASP.NET Web Forms to Blazor WebAssembly, reducing page load times by 50%
• 30+ responsive, reusable UI components

.NET Software Engineer | Frost Pixel Studio | Russia (Oct 2021 -- May 2022)

• Web apps and browser-based games: ASP.NET Core, Blazor, Angular, PhaserJS
• 30% performance improvement through server-side caching
• Knowledge management platform with Node.js, Dgraph, React

.NET Software Engineer | Smart Meal Service | Russia (Sep 2020 -- Oct 2021)

• Robotic cashier and self-service kiosk, 500+ daily transactions
• POS integration with WPF, gRPC, computer vision for product recognition
• Full SDLC across 5 concurrent projects

Game Developer | Pentalight Technology | Malaysia (Mar 2020 -- Feb 2021)

• Multiplayer VR networking for 20+ concurrent users, Unity, MLAPI, SteamVR

Game Developer | EC Dev Team | Uzbekistan (2016 -- 2019)

• Led RTS game development in Clausewitz Engine

Key Projects

LogisticsX (https://logisticsx.app) -- Multi-tenant TMS for intermodal trucking. Load boards (DAT, Truckstop), ELD/HOS compliance (Samsara, Motive), Stripe Connect, real-time tracking, DDD + CQRS with MediatR. Stack: ASP.NET Core, EF Core, SignalR, Angular, Kotlin KMP, PostgreSQL, Stripe, Mapbox, Docker.

Meat.gg (https://meat.gg) -- CS2 community platform, 30K+ registered users, 1K+ DAU. Social features, in-game admin/ban/report system, Stripe shop, real-time game server integration. Stack: ElysiaJS, Next.js, PostgreSQL, Prisma, Bun, Docker.

DepVault (https://depvault.com) -- Dependency scanner & encrypted secrets vault. 8+ ecosystems, CVE detection via OSV.dev, AES-256-GCM encryption, one-time secret sharing, CI/CD token injection. Stack: Next.js, ElysiaJS, PostgreSQL, Prisma, .NET AOT CLI, Docker.

Med Image Scanner -- HIPAA-compliant DICOM viewer with AI-powered analysis. Hospital PACS connection, measurement/segmentation tools, disease-detection overlays. Stack: FastAPI, Next.js, PyTorch, OpenCV, OHIF Viewer, PostgreSQL.

Bookshelf Scanner -- CV + LLM book detection pipeline. YOLO segmentation + Moondream2 vision-language model for title/author extraction. Stack: Python, FastAPI, YOLO, Moondream2, PyTorch, Angular.

Blazor Form Builder -- Drag-and-drop form designer, JSON schema generation and rendering. Stack: Blazor WebAssembly, C#, SQL Server.

Chestnut MMO -- Real-time MMO with authoritative server, custom physics, 100+ concurrent players, Web3 integration.

ChessMate -- Online chess platform with AI opponents, rated/friendly PvP matchmaking. Stack: Spring Boot, Angular, WebSocket.

Research & Publications

• MelanomaNet -- Explainable deep learning for multi-class skin lesion classification. Published: arXiv:2512.09289. EfficientNet V2, GradCAM++, automated ABCDE feature extraction, 9 ISIC 2019 categories.
• LightDepth -- Lightweight monocular depth estimation. 42% fewer parameters than Depth Anything V2, 72% faster inference, better error metrics on NYU Depth V2.
• FSRCNN -- Super-resolution CNN. 40x speedup over SRCNN, +1.78 dB PSNR on Set5.
• AoE4 Matchmaking -- ML-assisted player matching with XGBoost, K-means clustering, ELO rating.

Awards

• National Physics Olympiad, 1st Place (Uzbekistan) -- first student from his high school to win at national level
• University Coding Competition Winner (TUIT)
• Outstanding Project Award, Bookshelf Scanner (Northeastern University)

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Process

Step 1: Analyze the Job Description

Read the job description provided as the argument. Identify:

• Company name and what they do
• Role title and level
• Key responsibilities
• Required and preferred qualifications
• Tech stack and domain
• Company culture cues and values

Step 2: Match Relevant Experience

From the candidate profile, select the most relevant:

• 2-3 work experiences that align with the role
• 2-3 projects that demonstrate required skills
• Research work (if the role involves AI/ML/CV)
• Education details (if relevant to the role level)

Step 3: Write the Cover Letter

Follow this structure:

Header:

Sukhrob Ilyosbekov
Portland, ME | (857) 867-1942 | [email protected]
linkedin.com/in/suxrobgm | github.com/suxrobgm | suxrobgm.net

Opening paragraph (2-3 sentences):

• State the role you're applying for
• Lead with your strongest, most relevant qualifier for this specific role
• Show you understand what the company does or what the team needs
• Do NOT use "I'm excited to apply" or "I'm writing to express my interest"

Body paragraph 1 -- Relevant experience (3-5 sentences):

• Connect your most relevant work experience to their needs
• Include specific metrics and outcomes
• Name projects and results, not just technologies
• Show you've solved problems similar to theirs

Body paragraph 2 -- Technical depth (3-5 sentences):

• Demonstrate deeper technical alignment with the role
• Reference specific projects or research that match their stack/domain
• Show understanding of their technical challenges
• If AI/ML role: reference publications and research

Body paragraph 3 -- Why this company (2-3 sentences):

• What specifically draws you to this role/company (be genuine, not generic)
• How your background uniquely positions you for their specific needs
• What you'd bring beyond the technical requirements

Closing paragraph (2-3 sentences):

• Express interest in discussing further
• Reference portfolio/GitHub if relevant
• Thank them for their time

Sign-off:

Best regards,
Sukhrob Ilyosbekov

Step 4: Apply Humanizer

After writing the cover letter, invoke the /humanizer skill on the full text to remove any AI writing patterns. The final output must read as naturally written by a real person.

Important Rules

1. Keep it to one page. 350-450 words for the body (excluding header/sign-off).
2. No fluff. Remove words like "passionate," "dedicated," "committed," "excited," "thrilled," "leverage," "utilize," "innovative," "cutting-edge," "eager," "dynamic."
3. No generic openings. Never start with "I am writing to express my interest" or "I was excited to see your posting."
4. Be specific. Reference actual project names, metrics, and technologies. Vague claims are ignored.
5. Tailor aggressively. Every sentence should connect to something in the job description. If a paragraph could apply to any job, rewrite it.
6. Show, don't tell. Instead of "I'm a strong communicator," show it through your writing. Instead of "I'm experienced in X," describe what you built with X.
7. Match the company's tone. Startup? Write conversationally. Enterprise/government? More formal.
8. Do not invent experience. Only reference projects and skills from the candidate profile.
9. Write in first person as Sukhrob.
10. For AI/ML/research roles: Lead with research publications and academic background. Emphasize the 4.0 GPA and arXiv publication.
11. For senior/lead roles: Lead with the 9+ years of experience, team collaboration at EmTech Care Labs, and architectural decisions (DDD, CQRS).
12. For startup roles: Lead with the breadth of shipped products and Upwork freelancing (demonstrates autonomy and delivery speed).

Output Format

Output the complete cover letter with header and sign-off, formatted with proper spacing. Use plain text that can be pasted into any application form or converted to PDF.