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Insights on test automation, CI/CD optimization, contract testing, and software quality engineering from 10+ years of experience.

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From 850ms to 4ms: Optimizing pgvector HNSW for Production AI Agent Search

How I built a sub-5ms semantic search system for 31 AI specialists using pgvector HNSW indexes, asyncpg connection pooling, and cosine similarity — with zero downtime migrations.

pgvectorPostgreSQLAI+2
8 min read
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Real-Time AI Responses with FastAPI SSE: How I Cut Perceived Latency by 90%

A production guide to Server-Sent Events with FastAPI, OpenAI streaming, and asyncio backpressure control. From first token in 200ms to a fully streamed response with zero dropped connections.

FastAPISSEOpenAI+2
8 min read
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Playwright E2E Behind a VPN: How I Built a Reliable Staging Test Suite from Scratch

A practical guide to running Playwright E2E tests against a WireGuard-protected staging environment. Page Object Model, fixture-based auth, parallel sharding, and how I got from 67% to 97% test pass rate.

PlaywrightE2ETesting+2
10 min read
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How I Reduced CI Time by 60%: A Deep Dive into Pipeline Optimization

A comprehensive guide on optimizing CI/CD pipelines for test automation. Learn the strategies that cut execution time from 45 to 18 minutes at EPAM Systems.

CI/CDPerformanceDevOps+2
8 min read
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Playwright vs Cypress in 2025: A Real-World Comparison

After using both Playwright and Cypress in production for 2+ years at EPAM, here's an honest comparison based on real-world experience, not benchmarks.

PlaywrightCypressE2E Testing+2
8 min read
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Appium Flutter Integration Driver: Testing Flutter Apps at Scale

Production-grade guide to automating Flutter apps (iOS/Android) with WebdriverIO + Appium Flutter Integration Driver. Enterprise architecture using SOLID, DI, and design patterns. Includes real-world examples and device cloud integration.

FlutterAppiumMobile Testing+4
14 min read
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Contract Testing: How We Achieved Zero API Incidents in Production

A practical guide to implementing consumer-driven contract testing with Pact.js in a microservices architecture. Learn how we eliminated 100% of API-related production incidents over 12 months.

Contract TestingPact.jsMicroservices+2
8 min read
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Mobile Automation: From 40% Flaky Tests to 95% Stability

A deep dive into building reliable mobile test automation with Detox and WebDriverIO. Learn the patterns that transformed our flaky test suite into a stable CI/CD pipeline.

Mobile TestingDetoxWebdriverIO+3
9 min read
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