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Notes on technical hiring

Stories and strategies from teams building the next decade of engineering recruitment.

Evident
Case StudyEngineering Hiring

How Evident Built a Lean AI-Native Engineering Screen

Evident kept engineering hiring lean with a domain-relevant, AI-enabled assessment, screening about 20 applicants and hiring a high-performing engineer.

3 min read
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Shucker VC
Case StudyGTM Hiring

How Shucker VC Hired a GTM Partner with Aptora

Aptora turned Shucker VC’s GTM Partner role into a realistic sprint within a couple of days, giving the team evidence of how candidates analyzed, executed, and communicated.

3 min read
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Agrigator
Case StudyML Hiring

How Agrigator Hired Its Founding ML Engineers with Aptora

Agrigator replaced its live technical round with Aptora, assessed 15 ML engineering candidates, and hired two engineers who were still performing strongly six months later.

4 min read
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2026
Aptora
HackerRank
CodeSignal
CoderPad
Codility
TestGorilla
Technical HiringPlatform Comparison

Best Technical Assessment Platforms in 2026

An honest comparison of the top technical assessment platforms (HackerRank, CodeSignal, CoderPad, Codility, TestGorilla, and Aptora) and how they stack up in a world where AI has changed engineering.

March 20268 min read
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From
H
HackerRank
Alternatives
A
Aptora
C
CodeSignal
C
CoderPad
C
Codility
Technical HiringPlatform Comparison

HackerRank Alternatives for Modern Engineering Teams

Outgrown HackerRank? Here are the best alternatives for teams that want to evaluate real engineering skills, not algorithm memorization.

March 20267 min read
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// reverse linked list// two sum// ...but can they// actually build?
Memorization
AI-solvable
No job signal
Technical HiringEngineering Culture

The Problem with LeetCode-Style Interviews

LeetCode interviews test memorization, not engineering ability. Here's why they're broken and what actually works for evaluating software engineers in 2026.

March 20267 min read
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AI-Native
Code Quality
AI Collab
Debugging
Decisions
AI AssessmentTechnical Hiring

What Is an AI-Native Technical Assessment?

AI-native assessments evaluate how engineers collaborate with AI, not just whether they can solve algorithm puzzles. Here's what the term means and why it matters.

March 20266 min read
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Old Way
LeetCode puzzles
No-AI policies
Whiteboard coding
Modern
AI-powered IDE
Real-world tasks
Process evaluation
Technical HiringAI Assessment

Why Traditional Technical Assessments Fail in the AI Era (And What to Do Instead)

LeetCode, take-homes, and live coding weren't designed for a world where engineers work alongside AI. Here's how to evaluate candidates in the AI era.

March 20267 min read
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Idilio TV
Case StudyStartup Hiring

How Idilio TV Cut Interviews by 80% and Hired Their First Engineer in Just One Month

Learn how an a16z speedrun-backed entertainment startup used Aptora to hire their founding engineer in record time.

5 min read
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