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Dev|Journal

Technical blog covering software architecture, backend development, AI, and engineering best practices.

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SwipeInterviewServerlessAWS-Lambda

Serverless Architecture and AWS Lambda: Everything You Need to Know in 2025

Master serverless architecture with AWS Lambda. Complete guide covering FaaS, event-driven patterns, cold starts, Node.js & Python examples, and production best practices.

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SwipeInterviewThreadsConcurrency

Threads and Concurrency Explained: Complete Guide with Java, Python & Virtual Threads

Learn threads and concurrency with practical Java & Python examples. Covers multithreading, virtual threads, async programming, race conditions, and deadlocks.

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DevelopmentDevOpsProductivity

Mastering VS Code for Microservices: Dev Containers, Multi-Project Workflows, and Productivity Hacks

A battle-tested guide to configuring VS Code for microservices development with dev containers, visual workspace differentiation, and multi-language setups. No fluff, just working configs.

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HardwareStoragePerformance

Choosing the Right Storage

A technical deep-dive into DRAM-equipped vs DRAM-less SSDs, backed by real-world benchmarks showing 2-8× performance gaps in database workloads and sustained I/O scenarios.

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JavaConcurrencyPerformance

Java 25 Gather API

How Java 25's Gather API brings virtual thread-based concurrent processing to streams, eliminating the choice between readable code and performant I/O. Practical examples, performance data, and migration patterns included.

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Operating SystemsLinuxWindows

Why Engineers Are Ditching Windows: The Great Desktop Migration

500 million PCs obsoleted overnight, forced telemetry, mandatory accounts, and ads in your Start menu. Here's why governments and developers are fleeing to Linux, and why most can't.

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Performance MetricsSystem PerformanceObservability

P99

P99 latency explained: why the 99th percentile matters more than averages for catching performance degradation and tail latency problems in production systems.

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Software EngineeringCareer GrowthTechnical Debt

Pragmatic Clean Code: The Full Guide to Ownership & Entropy

Stop making excuses and start fighting software entropy. A senior engineer's guide to the Broken Window Theory, negotiating technical debt, and treating your knowledge like an investment portfolio.

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Software designCode qualityBook reviews

Clean Code: The Cult of Dogma and Why Your Abstractions Are Probably Wrong

Robert C. Martin's Clean Code shaped a generation of developers, but its dogmatic rules about tiny functions, obsessive DRY, and terrible example code have caused more harm than good. Here's what the book got right, what it got catastrophically wrong, and what to read instead.

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PythonFastAPIBackend

FastAPI in Production - Full Guide

The definitive guide to running FastAPI at scale. Real benchmarks, battle-tested patterns.

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InfrastructureDatabasesDevOps

Valkey Complete Getting Started Guide: Production-Ready in 30 Minutes

Hands-on guide to installing, configuring, and deploying Valkey in production. Covers Docker setup, Python clients, clustering, monitoring, and the pitfalls that cause 3 a.m. pages.

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PythonGitHubGit

Pushing Large Files to GitHub: A Technical Deep Dive (For Educational Purposes)

A code-driven exploration of GitHub's file size limits, why they exist, and a Python-based workaround using chunking and the GitHub API. Educational purposes only.

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PythonDatabasesBackend

Python and SQLite in the Real World

Production-grade guide to SQLite with Python: when to use it, how to configure it correctly, and the footguns that will destroy your weekend.

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InfrastructureDatabasesDevOps

Why We're Migrating from Redis to Valkey (and You Probably Should Too)

Redis killed itself with a license change. Valkey is the open-source fork that's faster, cheaper, and backed by AWS and Google. Here's what actually changed under the hood and how to migrate without downtime.

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AlgorithmsInterviewArray Manipulation

Product of Array Except Self: Division-Free Array Manipulation

Learn how to compute products of all elements except the current one without using division. Master the prefix-suffix pattern that appears in countless array problems and understand why O(n) with O(1) space is achievable.

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AlgorithmsInterviewDynamic Programming

Maximum Subarray: Kadane's Algorithm and the Art of Local vs Global Optimization

Discover how Kadane's algorithm finds the maximum sum subarray in O(n) time. Learn why tracking local maximums leads to global solutions, and how this pattern applies far beyond array problems.

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AlgorithmsInterviewSliding Window

Longest Substring Without Repeating Characters: The Sliding Window Technique

Master the sliding window pattern through one of its most elegant applications. Learn how to find the longest substring without repeating characters in O(n) time using a hash set and two pointers.

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AlgorithmsInterviewHash Maps

Two Sum: The First Step Into Algorithmic Problem Solving

Master the Two Sum problem with a hash map solution. Learn how to transform a brute force O(n²) approach into an elegant O(n) algorithm, and why this problem appears in nearly every coding interview.

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AlgorithmsInterviewDynamic Programming

Best Time to Buy and Sell Stock: Finding Profit in a Single Pass

Learn how to find the maximum profit from a single stock transaction with an elegant O(n) solution. Discover why tracking the minimum price is the key insight that transforms this problem from complex to simple.

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AlgorithmsInterviewHeap

Top K Frequent Elements: Finding Signal in the Noise

Master the Top K Frequent problem with practical heap-based and optimized solutions. Learn when to use max heaps vs min heaps, and why this matters for real-world data analysis.

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AlgorithmsInterviewDFS

Flood Fill Algorithm - The Paint Bucket Tool Explained

Implement flood fill using DFS. Learn the key optimization: use color changes as implicit visited marking to eliminate the need for a separate Set. Includes iterative and recursive solutions with real trade-offs.

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ThoughtsSecurityMLOps

The Future of Software Development: Security and Intelligence

Why security, MLOps, and AI agents not just code will define software in the next decade. Practical guidance for builders and leaders.

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Software architecturePerformanceArchitecture

Caching, when to add it and how to avoid headaches

Best practices for caching layers, invalidation strategies, common failure modes, and practical patterns to reduce latency and backend load.

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Software architecturePerformanceInfrastructure

CDNs, make the world feel closer

How CDNs improve performance and reliability: caching strategies, configuration tips, purge practices, and cost considerations.

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