Ismat Samadov
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© 2026 Ismat Samadov

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Software Engineering

9 articles

13 min read/0 views

Remote Work Killed Mentorship — How Senior Engineers Can Fix It

A junior spent 3 weeks stuck on a 20-minute fix. Remote work killed osmosis learning. Seven practices that rebuild mentorship for distributed teams.

CareerOpinionSoftware EngineeringProductivity
14 min read/0 views

The Staff Engineer Trap: Why the Best ICs Get Promoted Into Misery

She got promoted to Staff, spent 18 months in crisis, and left for a Senior role. The staff engineer trap is real — here's how to avoid it.

CareerSoftware EngineeringOpinionSalary
14 min read/0 views

Testing LLM Applications Is Nothing Like Testing Regular Software — Here's What Actually Works

200 unit tests passed. The chatbot still hallucinated a dentist's phone number. LLM testing needs evals, LLM-as-judge, and regression for non-determinism.

AIPythonSoftware EngineeringLLM
14 min read/0 views

LLM Evals Are Broken — How to Actually Test Your AI App Before Users Do

65% of companies use generative AI. Almost none test it properly. Here's the eval framework that caught our $47K hallucination disaster.

AILLMPythonSoftware Engineering
13 min read/1 views

Technical Debt Is a Lie Engineers Tell Managers

Technical debt costs $2.41T/year. But the metaphor itself is the problem. It's a communication failure, not a code problem. Here's what to say instead.

Software EngineeringOpinionCareerArchitecture
16 min read/2 views

The Specialist vs Generalist Divide: Why the 2026 Job Market Rewards Depth Over Breadth

SWE postings down 49% from peak. AI roles up 340%. Junior hiring collapsed 73%. The market is bifurcating and depth sets the price.

CareerSoftware EngineeringAIJob MarketSalary
16 min read/3 views

The METR Study: AI Tools Made Experienced Developers 19% Slower

A rigorous RCT found AI coding tools slowed down experienced developers by 19%. The developers themselves believed they were 20% faster. The perception-reality gap changes everything.

AIDeveloper ProductivitySoftware EngineeringResearchDeveloper Tools
14 min read/2 views

Vibe Coding vs Agentic Engineering: The Distinction That Defines Your Career

Karpathy coined both terms a year apart. One builds $400M startups. The other lost Amazon 6.3 million orders. The difference is about to define which developers thrive.

AISoftware EngineeringCareerVibe CodingDeveloper Tools
17 min read/1 views

Playwright Won the Browser Testing Wars — Here's the Only Guide You Need

Playwright: 45% adoption, 78K GitHub stars, 2-3x faster than Selenium. Auto-wait killed flaky tests. Migration guide from Cypress and Selenium.

TypeScriptDeveloper ToolsPerformanceSoftware Engineering