Dev Journal
Technical notes from the Fitlane AI team — development, AI matching, product decisions, transparent experiments.
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How to Hire a QA Engineer: Manual, Automation and the Test-Strategy Interview
Hiring a QA engineer requires understanding the differences between manual QA, automation, and SDET roles, along with effective interview strategies.
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How to Hire a Full-Stack Developer Without Hiring a Unicorn
Hiring a full-stack developer poses unique challenges for companies. This guide outlines effective strategies to attract skilled candidates without unrealistic expectations.
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How to Hire an AI Engineer: Job Description, Skills and Comp Bands
This guide outlines essential elements in hiring AI engineers, including job descriptions, required skills, and compensation banding methodologies.
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How to Hire a Frontend Developer: Evaluating React Skills
Learn effective strategies for assessing React skills during frontend developer hiring, beyond just portfolio review.
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How to Hire a Backend Developer: Scoping the Role Before You Post It
Effective backend developer hiring begins with precise role scoping, ensuring that the right skills are targeted and aligned with your project's needs.
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Navigating the Landscape: Hiring a Machine Learning Engineer
We refined our hiring process for machine learning engineers by focusing on deployment skills and clarifying the role's distinction from data scientists.
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How to Hire a DevOps Engineer: Skills and Interview Insights
We refined our hiring process for DevOps engineers, focusing on clear role definitions and targeted interview questions.
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Navigating the Developer Salary Benchmarking Maze
We implemented a structured approach to benchmark developer salaries, reducing reliance on biased data sources and enhancing our internal salary banding.
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Understanding the Cost of Hiring a Developer: A Practical Breakdown
We developed a formula to compute the cost per hire, breaking down expenses into sourcing, tooling, interview hours, agency fees, and vacancy costs.
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Navigating Cold Outreach Recruiting for Developer Hiring
Cold outreach and inbound applications solve different sourcing problems: outreach buys access to passive senior engineers, inbound buys volume and cost efficiency.
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Evaluating Recruitment Pricing Models: A Deep Dive
We analyzed different recruitment pricing models, focusing on their incentives and suitability for startups versus agencies.
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Job Boards vs AI Matching: Which Fills a Developer Role Faster
Job boards and AI matching solve different halves of the same hiring funnel: one maximizes inbound volume, the other maximizes precision before a human looks at a candidate. Here is how to reason about which wins for a given role, and how to combine both instead of picking a side.
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