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Akruit Labs

Technology

The Stack Behind What We Ship

We choose tools that are battle-tested, well-documented, and built for production scale. Every technology in our stack earns its place through real project performance.

Frontend

React

Component-driven interfaces with predictable state architecture and reusable UI primitives.

We use React to build modular, composable user interfaces that scale with your product. Its component model enables rapid iteration, consistent design systems, and seamless integration with modern tooling.

Use Cases

  • Interactive dashboards and data-rich UIs
  • Design system foundations
  • Single-page applications with complex state
  • Embeddable widgets and micro-frontends

Strengths

  • Massive ecosystem and community
  • Virtual DOM for efficient updates
  • Hooks for clean state management
  • Server and client rendering flexibility

Next.js

App Router workflows for high-performance rendering, SEO, and structured deployment on Vercel.

Next.js is our primary framework for production web applications. Its App Router, server components, and built-in optimizations let us deliver fast, SEO-friendly apps with minimal configuration overhead.

Use Cases

  • Marketing sites with dynamic content
  • Full-stack web applications
  • API routes and serverless functions
  • Incremental static regeneration for content-heavy sites

Strengths

  • Server-side and static rendering
  • File-based routing with layouts
  • Built-in image and font optimization
  • Edge and serverless deployment

TypeScript

Strict typing for safer refactors, clearer contracts, and long-term maintainability.

TypeScript is our default language across all JavaScript projects. It catches bugs at compile time, improves IDE support, and makes large codebases manageable over months and years of development.

Use Cases

  • Large-scale frontend and backend codebases
  • Shared type contracts between API and client
  • Library and SDK development
  • Team onboarding and code documentation

Strengths

  • Compile-time error detection
  • Rich IDE autocompletion and refactoring
  • Gradual adoption in existing JS projects
  • Strong generic and utility type system

Backend

Node.js

Event-driven API services with scalable I/O handling and modern JavaScript runtime ergonomics.

Node.js powers our backend services where JavaScript consistency across the stack matters. Its non-blocking I/O model excels at real-time features, API gateways, and high-concurrency workloads.

Use Cases

  • REST and GraphQL API servers
  • Real-time WebSocket services
  • Microservices and API gateways
  • Build tools and CLI applications

Strengths

  • Non-blocking event loop for high throughput
  • Shared language with frontend
  • npm ecosystem with 2M+ packages
  • Excellent streaming and real-time support

Python

Reliable backend services and data processing pipelines for intelligence-heavy workflows.

Python is our go-to for data pipelines, ML integrations, and backend services where its rich ecosystem of scientific and AI libraries gives us a significant productivity advantage.

Use Cases

  • Data processing and ETL pipelines
  • ML model training and serving
  • Automation scripts and tooling
  • FastAPI and Django backend services

Strengths

  • Best-in-class ML and data science libraries
  • Readable, expressive syntax
  • Rapid prototyping speed
  • Strong async support with asyncio

Cloud & Infrastructure

AWS

Cloud-native hosting, networking, and managed services optimized for scale and resilience.

We architect on AWS for teams that need enterprise-grade infrastructure. From S3 and Lambda to ECS and RDS, we design cost-effective, scalable cloud environments with proper security and observability.

Use Cases

  • Production hosting and auto-scaling
  • Serverless compute with Lambda
  • Managed databases and caching
  • CDN, DNS, and edge networking

Strengths

  • Broadest service catalog in cloud
  • Global infrastructure with 30+ regions
  • Mature security and compliance tools
  • Pay-as-you-go with reserved capacity options

Docker

Portable containers for consistent environments from local development to production.

Docker ensures what works on your machine works everywhere. We use it to package services, standardize development environments, and enable reproducible deployments across any infrastructure.

Use Cases

  • Containerized microservices
  • Local development environments
  • CI/CD build pipelines
  • Multi-service orchestration with Compose

Strengths

  • Environment consistency across stages
  • Fast, lightweight virtualization
  • Easy horizontal scaling
  • Strong ecosystem with Compose and Swarm

AI & Machine Learning

PyTorch

Flexible deep learning framework for custom model training and production experimentation.

PyTorch is our preferred framework for custom ML work. Its dynamic computation graph, intuitive API, and strong research community make it ideal for rapid experimentation and production deployment.

Use Cases

  • Custom model training and fine-tuning
  • Computer vision and NLP pipelines
  • Research prototyping and experimentation
  • Model optimization and quantization

Strengths

  • Dynamic computation graphs
  • Pythonic, intuitive API
  • Strong GPU acceleration support
  • TorchServe for production inference

TensorFlow

End-to-end machine learning tooling for training, optimization, and cross-platform inference.

TensorFlow powers our cross-platform ML deployments. From TensorFlow Lite on mobile to TensorFlow.js in the browser, it provides a complete pipeline from training to production inference anywhere.

Use Cases

  • Cross-platform ML deployment
  • On-device inference with TF Lite
  • Browser-based ML with TensorFlow.js
  • Large-scale distributed training

Strengths

  • Production-ready serving infrastructure
  • Cross-platform deployment (mobile, web, edge)
  • TensorBoard for training visualization
  • Keras API for rapid model building

Want to see our stack in action?

Every technology we use is chosen for your project's specific needs. Let's talk about what fits.

Talk to Akruit Labs