Nik Malykhin
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Burning Credits on Workflow Refactoring
Spending nearly thirty credits during a single afternoon session just to tweak a couple of markdown files felt like setting money on fire—especially…
Sep 22
Architectural Maturity
the Trap of Corporate Abstraction
Sep 15
August 2026
Diagnosing Legacy Hardware
Building a Windows 98 SE Workstation
Aug 18
Quantifying AI Adoption: From Initial Challenges to Doubling Speed
To quantify the impact of generative AI on engineer productivity, we need to move beyond sentiment analysis to verifiable task completion metrics.
Aug 11
The Price of Shared State: Database Links as an Organizational Bottleneck
The Anomaly of the Shared Production Database
Aug 4
July 2026
From Heavy Legacy Hardware to Modern Benchtop Tools
My introduction to electronics repair began with a heavy Soviet-made soldering iron.
Jul 28
Assessing file-stored state in AI development workflows
In modern software development, using large language models to initiate tasks and refine requirements often reveals two pain points: unclear…
Jul 21
De-Risking the Database Migration
How to Move from Oracle PL/SQL to AWS Without Freezing the Roadmap
Jul 13
June 2026
Designing AI-Driven Development Workflows
Why Out-of-the-Box Tools Require Customization
Jun 30
The Non-Transactional Reality of PostgreSQL Sequences
The Expectation of Monotonicity in Order Systems
Jun 23
Human Overwatch in AI Code Generation
Designing a Duplicate Protection Hashing Service
Jun 9
When AI Breaks Database Parity
The Landscape of Database Selection and the Integration Testing Paradigm
Jun 2
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