Technical Insights

Deep dives into AI, data engineering, cloud architecture, and product development from our engineering teams

Product Development

Engineering for Growth: Building Software from MVP to Series A and Beyond

A comprehensive guide to technical strategy and architecture decisions at each startup stage - MVP, pre-seed, seed, and Series A. Learn what to build, what to defer, and how to scale intelligently.

Jan 2025
20 min
StartupMVPProduct
AI & Machine Learning

vLLM and Parallelized Inference: Scaling LLM Serving to Production

Deep dive into vLLM architecture, continuous batching, PagedAttention, tensor parallelism, and advanced techniques for serving large language models at scale with optimal throughput and latency.

Jan 2025
18 min
vLLMLLMInference
Architecture

Erasure Coding in Distributed Storage: Mathematics, Implementation, and Trade-offs

Comprehensive exploration of erasure coding techniques, Reed-Solomon codes, storage efficiency, fault tolerance mathematics, and practical implementation in systems like HDFS, Ceph, and S3.

Jan 2025
22 min
Erasure CodingDistributed SystemsStorage
AI & Machine Learning

Deploying Production LLMs with AWS Bedrock: A Complete Guide

Learn how to architect, deploy, and scale large language models in production using AWS Bedrock, covering cost optimization, security, and performance best practices.

Jan 2025
8 min
AWSBedrockLLM
Data Engineering

Optimizing Apache Spark on AWS EMR for Petabyte-Scale Data Processing

Deep dive into performance tuning Spark clusters on EMR, memory management, partitioning strategies, and cost reduction techniques for processing massive datasets.

Feb 2025
6 min
SparkEMRAWS
Architecture

Modern Distributed Computing Patterns: From Theory to Practice

Explore distributed systems architecture patterns including MapReduce, actor models, event sourcing, and CQRS with real-world implementation examples.

Feb 2025
24 min
Distributed SystemsArchitectureMicroservices
Product Development

Building MVPs in 2025: AI-First Development Strategies

How to leverage AI tools, no-code platforms, and modern frameworks to ship production-ready MVPs in weeks, not months. Lessons from 50+ successful launches.

Mar 2025
12 min
MVPProductAI
Data Engineering

Building a Serverless Data Lake on AWS: S3, Athena, and Glue

Complete guide to architecting a cost-effective, scalable data lake using AWS services with automated ETL pipelines and real-time analytics capabilities.

Mar 2025
16 min
AWSData LakeAthena
Cloud Infrastructure

Kubernetes in Production: Security, Monitoring, and Cost Optimization

Production-hardened Kubernetes deployment strategies covering service mesh, observability, auto-scaling, and infrastructure-as-code best practices.

Mar 2025
14 min
KubernetesDevOpsSecurity
Data Engineering

Building Real-Time Analytics with Kafka, Flink, and ClickHouse

Architecture and implementation of streaming data pipelines for real-time analytics, handling millions of events per second with sub-second latency.

Mar 2025
17 min
KafkaFlinkReal-time
Product Development

The Iteration Framework: How to Ship Fast Without Breaking Things

A proven framework for rapid product iteration, continuous deployment, feature flagging, and data-driven decision making used by top tech companies.

Apr 2025
11 min
ProductAgileIteration
AI & Machine Learning

Fine-Tuning LLMs for Enterprise Applications: A Practical Guide

End-to-end guide to fine-tuning large language models for domain-specific tasks, including data preparation, evaluation metrics, and deployment strategies.

Apr 2025
19 min
LLMFine-tuningAI
Cloud Infrastructure

Multi-Cloud Infrastructure as Code with Terraform: Lessons Learned

Best practices for managing infrastructure across AWS, GCP, and Azure using Terraform, including state management, modules, and CI/CD integration.

Apr 2025
14 min
TerraformIaCMulti-Cloud
Data Architecture

Implementing Data Mesh at Scale: Architecture and Governance

Practical guide to transitioning from monolithic data warehouses to a decentralized data mesh architecture with domain-driven ownership.

Apr 2025
15 min
Data MeshArchitectureData Engineering
Architecture

Modern API Design: REST, GraphQL, and gRPC in Production

Comprehensive comparison of API design patterns with real-world examples, performance benchmarks, and guidance on choosing the right approach.

May 2025
12 min
APIRESTGraphQL