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Book a free introductory session and experience clarity-first AI learning live.

Programs

Explore Verlin Labs programs - free session, paid learning tracks for students, engineers, and product managers, plus corporate workshops.

Courses

Clarity-first learning courses for school students, college engineers, and product managers.

AI for Students

Dedicated landing page for Classes 6–12 - mental models, safe AI tool use, and live sessions at Verlin Labs.

AI for Engineers

Dedicated landing page for college engineers - LLM fundamentals, portfolio projects, and interview prep.

AI for PMs

Dedicated landing page for product managers - evaluate AI tools, ship MVPs, and lead teams with clarity.

School Students Program

An 8-day student-friendly program that helps school students understand AI, apps, and the digital world through fun analogies, safe tool use, and hands-on mini projects.

College Engineers Program

A 10-day intensive program for engineering students who want deep intuition for AI systems, hands-on API projects, and portfolio-ready work for internships and interviews.

Product Managers Program

A 16-day intensive program designed for Product Managers who want to master AI tools, lead product discovery, build MVPs with vibe coding, and launch growth-ready products.

Corporate Workshops

Clarity-first AI literacy workshops tailored for teams and organizations.

Docs

Public API, sample dataset, and integration guide for developers and enterprises.

Try It

Pick a topic and see a live mental-model breakdown - no signup required.

Pricing

Transparent pricing - a free trial session, per-track pricing for students, engineers, and PMs, and custom enterprise plans.

Products

Packaged offerings - AI literacy courses, PM and engineer toolkits, student bundles, and corporate workshops.

Library

Articles, guides, and workshops on AI and technology - organized for clarity.

Blog

Practical notes and updates from the Verlin Labs team.

Mental Models

Core frameworks for understanding AI and complex technology without jargon.

Resources Hub

Library, blog, mental models, downloads, and curated tools for clarity-first learners.

Newsletter

Weekly mental models, frameworks, and clarity-first insights - no noise.

Newsletter Archive

Browse every published Verlin Labs weekly newsletter edition.

LLMs for PM Discovery

Long-tail hub for PMs - LLM workflows for discovery, synthesis, and PRDs linked to Verlin Labs courses.

AI Roadmap for PMs

Question-based hub - AI literacy and MVP roadmap for product managers without a CS background.

AI for School Students

Hub for Classes 6–12 - safe AI learning, mental models, and links to the Verlin Labs student program.

Weekly Newsletter

Verlin Labs weekly clarity-first AI and technology roundup.

How Large Language Models Actually Work

A clarity-first walkthrough of tokens, attention, and prediction - without the math overwhelm.

Transformers as Information Pipelines

Visual mental model for understanding encoder-decoder architecture.

AI Decision Frameworks for Leaders

When to adopt, when to wait, and how to evaluate AI tools systematically.

ChatGPT Explained for Students

Friendly analogies that make AI assistants understandable and safe to use.

RAG vs Fine-Tuning: A Practical Builder's Guide for Engineers

Stop wasting time on the wrong architecture. Learn the exact frameworks to decide between RAG and fine-tuning for production, with clear visual mental models.

Neural Networks as Pattern Recognisers

Build intuition for how networks learn - using everyday examples.

Prompt Engineering Without the Hype

Practical techniques grounded in how models actually process instructions.

AI Risk Assessment for Teams

A structured framework for evaluating AI deployment risks in your organisation.

AI Agents and Tool Use Explained

How models call APIs, browse the web, and chain steps - and where agents break down.

Vector Search and RAG in Practice

Embeddings, chunking, retrieval, and reranking - a builder's checklist for production RAG.

AI Product Discovery Playbook

How PMs validate AI features before engineering sprints - jobs, risks, and MVP cuts.

Fine-Tuning vs Prompting: A Decision Guide

When extra training beats better prompts - and when it wastes time and budget.

AI Ethics for Students

Honest use, citation habits, and digital citizenship when AI is in every classroom.

Build an MVP with AI Coding Tools

A practical workshop-style path from idea to deployed prototype using modern AI assistants.

Context Window Playbook

Fit more signal into finite context - summarisation, routing, and compression tactics.

Detecting and Reducing Hallucinations

Practical verification patterns for students, builders, and teams shipping AI features.

How to Learn AI for Product Management

A long-form guide for PMs - build AI literacy, evaluate tools honestly, and ship MVPs without drowning in hype or jargon.

How to Learn AI as an Engineering Student

A practical roadmap from LLM fundamentals to portfolio projects - for CS and non-CS engineers who want intuition that survives interviews and real builds.

Information Pipeline

Trace how data moves through stages - input, transform, output.

Compression Lens

Expert explanations are compressed patterns - learn to decompress them.

Feedback Loop

Learning systems improve through cycles of action, measurement, and adjustment.

Abstraction Ladder

Choose the right altitude - detail for execution, altitude for decisions.

Constraint Box

Map the boundaries first - compute, data, time, ethics, budget.

Map vs. Territory

All models are useful simplifications - know where the map ends.

Free Session Workbook

Verlin Labs learner download and reference.

Mental Models Cheat Sheet

Verlin Labs learner download and reference.

Ai Glossary

Verlin Labs learner download and reference.

About

Founded by Aman Munjal - clarity-first AI education through mental models and live learning.

Testimonials

What students, engineers, product managers, and parents say about learning with Verlin Labs.

FAQ

Answers about free sessions, programs, learning experience, teams, and logistics.

Contact

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Case Studies

Real learner stories - how mental-model training changed the way students, engineers, and PMs think about AI.

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