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Comparing hash table design tradeoffs.
  • Dr. Ingrid Falk-Weller
  • June 18, 2026
  • (0)
  • Algorithms

Open Addressing and Chaining Fail in Different Ways

I remember sitting in a windowless server room three years ago, watching a production cluster choke on a latency spike that shouldn’t have been possible. We had followed the textbook to a T, yet our system was buckling under the…

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Overview of counting and radix sorts.
  • Dr. Ingrid Falk-Weller
  • June 14, 2026
  • (0)
  • Algorithms

Sorting Faster Than Comparison by Refusing to Compare

I remember sitting in a windowless lab during my PhD, staring at a simulation that was crawling at a snail’s pace, only to realize I was trying to force a comparison-based algorithm to do a job it was never built…

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Switching algorithms using introsort and hybrid strategies.
  • Dr. Ingrid Falk-Weller
  • June 4, 2026
  • (0)
  • Algorithms

Switch Algorithms Mid Sort When Things Go Badly

I spent most of my PhD years watching brilliant researchers propose “novel” sorting architectures that looked beautiful on a whiteboard but crumbled the moment they hit a real-world dataset with skewed distributions. There is this pervasive, exhausting myth in computer…

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Understanding why quicksort degrades with bad pivots.
  • Dr. Ingrid Falk-Weller
  • May 27, 2026
  • (0)
  • Algorithms

A Bad Pivot Turns Quicksort Into Bubble Sort

I spent three years in academia watching brilliant students get tripped up by the same textbook abstraction: the idea that Quicksort is a “magical” $O(n log n)$ engine that just works. In my early days in industry research, I saw…

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Graph of various sorting algorithms compared.
  • Dr. Ingrid Falk-Weller
  • May 21, 2026
  • (0)
  • Algorithms

Quicksort Is Fastest Until the Input Is Already Sorted

I spent three years in academia watching brilliant PhD students derive complex proofs for optimal sorting, only to watch them build production systems that choked because they ignored cache locality. It’s infuriating. We treat these comparisons like they are settled…

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Binary search beyond sorted arrays concept.
  • Dr. Ingrid Falk-Weller
  • May 12, 2026
  • (0)
  • Algorithms

Binary Search Works on Any Question With a Yes No Boundary

I spent three years in academia watching brilliant researchers build incredibly complex, distributed indexing structures just to avoid a problem that could have been solved with a simple decision tree. It’s a recurring frustration of mine: we see these massive,…

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Union find and path compression algorithm diagram.
  • Dr. Ingrid Falk-Weller
  • May 7, 2026
  • (0)
  • Algorithms

Nearly Constant Time by Rewriting History

I spent three weeks in my late twenties debugging a distributed consensus module, only to realize the bottleneck wasn’t the network latency or the consensus protocol itself, but a poorly implemented Disjoint Set Union. Most textbooks present union find and…

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Comparing algorithms for minimum spanning trees.
  • Dr. Ingrid Falk-Weller
  • April 27, 2026
  • (0)
  • Algorithms

Two Algorithms, One Answer, Different Data Structures

I remember sitting in a windowless lab during my second year of grad school, staring at a massive, inefficiently routed network topology that was eating up our cluster’s bandwidth like it was free. My advisor kept pointing to a textbook…

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Topological sorting explained with task dependencies.
  • Dr. Ingrid Falk-Weller
  • April 26, 2026
  • (0)
  • Algorithms

Ordering Tasks That Only Partly Depend on Each Other

I remember sitting in a windowless lab during my PhD, staring at a build system that had just deadlocked itself, surrounded by the smell of ozone and stale coffee. I was trying to debug a complex dependency chain, and every…

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Pathfinding using a star search heuristics.
  • Dr. Ingrid Falk-Weller
  • April 15, 2026
  • (0)
  • Algorithms

An Inadmissible Heuristic Finds a Path, Just Not the Best One

I remember sitting in a windowless lab during my PhD, staring at a simulation that was supposed to be “optimized” but was actually just spinning its wheels, consuming CPU cycles like they were free. The textbook had promised that implementing…

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