λ Lambda Classes

Stop simulating. Start deploying.
Build a production-grade major project in 12 weeks.

From the creator of Sim8085: A hands-on mentorship to turn your logic into a live, scalable application.

This is not a tutorial track. It's a build-and-ship lab for teams that want a real project, a real deployment, and a real story for placements.

Apply for the Build & Deploy Lab
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The Gap Between "Coding" and "Engineering"

Most students are stuck in Tutorial Hell.

You’ve likely spent years learning syntax, passing labs, and following step-by-step guides. But there is a massive difference between writing code that "works" and building a system that can be deployed, scaled, and maintained.

The "Project" Problem

When placement season arrives, most resumes look identical: a few cloned projects from YouTube tutorials. Recruiters and senior engineers can see through these in seconds. They aren't looking for someone who can follow instructions; they are looking for someone who can architect solutions.

What Lambda Classes Solves

I am not here to teach you a new language or a fancy framework. I am here to act as your Technical Lead.

  • Architecture First: We don't start with code; we start with the blueprint. You'll learn why we choose specific databases, how to structure APIs, and how to handle state.
  • The "Audit" Culture: Every line of code you write will be reviewed. You’ll learn to write software that is clear, elegant, and maintainable—not just functional.
  • Production as the Goal: A project isn't finished when the code is written. It's finished when it's live, monitored, and usable by the public.

Message from the Architect

Debjit Biswas

I'm Debjit Biswas — indie developer and creator of Sim8085. I build real products, then teach the thinking that made them shippable.

I'm skeptical of tutorial hell. It produces copy-paste skills, not engineers. This lab is built for ship-ready code: architecture you can explain, a repo you can defend, and a deployment you can demo.

If you want a mentor who treats software like a craft, not a checklist, you are in the right room.

Built by Me

I don't just teach; I build.

My Professional Background

The projects below are open-source tools I build for fun.
Professionally, I have 15+ years of experience engineering high-scale production systems. I've worked in high-pressure environments to deliver critical products from scratch, prioritizing performance and reliability.

  • AdTech Scale: Maintained entire AdTech ecosystems where uptime, latency, and cost efficiency were non-negotiable.
  • Framework Design: Built and maintained custom internal frontend frameworks for major enterprises (before modern tools like React/Angular became standard).
  • Zero to One: Specialized in taking vague requirements and delivering stable, shipping products under tight deadlines.
  • Hard-Earned Wisdom: The most important thing I have learnt is what not to do while building software products.
  • Passion for Mentorship: My favorite part of the job has been mentoring engineers, young and experienced both, to not only do their job but to learn and enjoy the deeper, art part of programming.

The Lambda Methodology

The Architecture of a Product

We don't start coding. We start by designing the product and the system that will ship.

Phase 1: Design Thinking & Discovery

Before we write a single line of code, we define the "Why." You will learn to identify real user pain points and map out a solution that actually matters.

Phase 2: System Blueprinting

We architect the database schema, API contracts, and infrastructure. This is where you learn to think like an engineer, not a coder.

Phase 3: The Build & Audit

You develop in weekly sprints with professional code reviews. I won't fix your bugs; I'll audit your logic.

Phase 4: Deployment & Polish

We take the product live. You’ll learn CI/CD, monitoring, and how to present your work to the world.

What You Will Learn

  • Product Empathy: How to use Design Thinking to validate ideas before building them.
  • System Design: Designing scalable backends and clean frontend architectures.
  • Professional Workflow: Mastering Git, PR reviews, and automated deployments.

Build & Deploy Lab

One unified flow. One real outcome. You leave with a live product and a repo you can proudly show in placements.

The Flow

  1. Week 1: From Idea to Interface. We start with a Design Thinking workshop to tear down your project idea and rebuild it based on real-world utility.
  2. Build in Sprints: Pair sessions, code reviews, and weekly deliverables.
  3. Deploy for Real Users: CI/CD, monitoring, and a public URL.

Project Archetypes

  • Real-time dashboards & analytics
  • AI agents & automation tools
  • FinTech APIs & risk engines
  • Dev tools & internal platforms
  • Workflow SaaS for teams

The "certificate" is not a PDF.

It's a live URL, a clean GitHub repository, and your confidence to explain every bit of it.

Pricing & Milestones

₹30,000 total / team

Outcome-based pricing across three ₹10,000 milestones.

Team size: up to 4 members.

Only 5 teams accepted.

  • Phase 1 (The Blueprint): Design Thinking, Architecture, and MVP Scoping.
  • Phase 2 (The Core): Database integration and primary feature build-out.
  • Phase 3 (The Ship): Deployment, CI/CD, and Final Audit.

Calendar cap: 3 months of work must be completed within a 5-month window.

For a team of 4, that's ₹7,500 per person total.

Apply for the Build & Deploy Lab

Bring your team. We will scope your MVP, lock milestones, and ship a live product in 12 weeks. ₹10,000 per month per team. Only 5 teams accepted.

How to Apply

Send an email to debjit@lambda-classes.com with the following details:

If your application is accepted, I will invite you for an introductory call before we formally start the lab.

  • The Team: Names and GitHub/LinkedIn profiles for all the members.
  • The Idea: A brief description (3-5 sentences) of the problem you want to solve or the product you want to build.
  • Design Thinking Status: Have you already validated this idea, or do we need to start from scratch with the design phase?
  • Technical Stack: What tools are you currently comfortable with, or are you looking for an architectural recommendation?