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September 24, 2026 14 min read

Deep Tracks: Mapping India Outside the Heap

When your dataset is 33 billion grid squares and your deployment constraint is one machine, the JVM's garbage collector becomes your enemy. How memory-mapped files turned an impossible memory problem into a solved one.

JVMPerformanceMemory ManagementDeep Tracks
March 17, 2026 7 min read

The Overgrown Trail

A healthcare financial system's batch processing took an hour. After the rewrite, it took 45 seconds. But the 80x speedup wasn't the real win was removing the production risks that had accumulated over years of neglect.

LegacyPerformanceHealthcareFrom the Field
February 26, 2026 9 min read

Picking Up the Scent

A CTO asked for an honest assessment of their stack before a board presentation. What I found in two days changed how she talked about engineering to her board, and probably saved the company from a painful surprise during their next fundraise.

Due DiligenceArchitectureStrategyFrom the Field
February 14, 2026 8 min read

The Stampede

The program had forty engineers and was shipping slower than when it had five. A story about the paradox of scaling engineering teams, and why the fix was organizational, not technical.

ScalingTeamsGrowthFrom the Field
January 22, 2025 8 min read

Old Growth, New Trails

Building foundations for a mainframe migration that processes a million transactions per minute. How golden paths, quality standards, and the right frameworks let you scale beyond your own team.

MainframeMigrationArchitectureFrom the Field
January 15, 2025 5 min read

The Trail That Went Cold

When peer-to-peer RSocket communication suddenly stops working, the logs show nothing. The docs say everything should work. Sometimes the only trail left is the source code itself.

RSocketDebuggingMicroservicesOn the Trail
January 8, 2025 14 min read

Lost in a Forest You Built

The architecture that worked at 10,000 users won't work at 100,000. Here are the warning signs that you're approaching a ceiling.

ArchitectureScalingGrowth

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Szymon Kaczorowski

Principal Engineer · Over a decade in fintech & payments

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