From the Lab: Production AI Engineering

Learn AI engineering from the lessons we gained building real systems. No textbooks—just production insights, battle-tested patterns, and the wisdom that comes from shipping.

Apply for Cohort 1.0

What Makes This Different

Learn from real production experiences

Build with Vercel AI SDK & LangGraph

Multi-agent orchestration patterns

Full-stack MERN implementation

Computer Vision insights

Enterprise security patterns (RBAC)

Battle-tested architecture decisions

Direct mentorship from agency engineers

Case Study Modules

Each module deconstructs a real Growth Loops Technology project. You'll learn the patterns we discovered, the problems we solved, and the insights that only come from shipping.

ExecMind

ExecMind: Decision-Making AI

Learn multi-agent orchestration from our experience building complex decision-making systems. Understand how autonomous AI reasons, plans, and executes.

LangGraph workflowsMulti-agent orchestrationVoltAgent patternsDecision architectureProduction prompt engineering

Tchatt

Tchatt: Conversational Marketing

Master conversational AI from our work on interactive 'AI Pages'. Learn how to turn static interfaces into engaging dialogues.

Next.js App RouterLangChain.jsStreaming responsesVercel AI SDKConversational UX patterns

Dronetjek

Dronetjek: Vision AI

Understand computer vision pipelines from our structural analysis work. Learn how to process imagery and extract meaningful insights.

Vision AI modelsImage processing pipelinesAnalysis algorithmsEdge deploymentReal-time inference

BOS

BOS: Enterprise B2B Infrastructure

Learn enterprise architecture from building scalable B2B systems. Understand the patterns every production system needs.

MERN Stack architectureRole-Based Access Control (RBAC)Multi-tenancy patternsAPI securityScalable infrastructure

What You'll Learn

Each module builds on real project experience. Here's a deeper look at what each case study teaches.

Decision-Making AI

ExecMind Learnings

Learn from our experience building complex decision-making AI with LangGraph and multi-agent orchestration. This module teaches the patterns we discovered for autonomous systems that reason, plan, and execute.

Architect multi-agent systems from first principles
Implement LangGraph for stateful AI workflows
Handle edge cases in autonomous decision-making
Apply production-grade patterns to your own projects

LangGraphVoltAgentVercel AI SDKNext.jsTypeScript

AI-Powered Conversational Pages

Tchatt Learnings

Master conversational AI from our work building interactive 'AI Pages'. Learn how we transformed static marketing sites into engaging dialogue experiences using Next.js and LangChain.

Build streaming AI interfaces with Vercel AI SDK
Implement LangChain.js for conversational flows
Design conversational UX that converts
Optimize for engagement and user satisfaction

Next.jsLangChain.jsVercel AI SDKTailwind CSSStreaming

Vision AI for Structural Analysis

Dronetjek Learnings

Understand computer vision from our experience processing drone imagery for structural analysis. Learn the pipeline patterns and model strategies we developed for real-world visual AI.

Implement computer vision for practical applications
Build scalable image processing pipelines
Deploy vision models efficiently
Handle domain-specific AI challenges

Vision AIPythonTensorFlowOpenCVEdge Deployment

Enterprise B2B Infrastructure

BOS Learnings

Learn enterprise architecture from our work building scalable B2B platforms. This module covers the MERN patterns and security strategies needed for production multi-tenant systems.

Design multi-tenant SaaS architectures
Implement enterprise security correctly
Build scalable MERN applications
Handle B2B-specific requirements

MongoDBExpress.jsReactNode.jsRBACJWT

Ready to Learn From the Source?

Cohort 1.0 is now accepting applications. Show us your GitHub or tell us what you've built.

Apply for Cohort 1.0

We review every application personally.