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    <description>Personal homepage.</description>
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      <title>Does Python Still Need to Be Async-First?</title>
      <description>If you are building APIs in Python that handle a lot of concurrent I/O, the standard answer today is often asyncio or a framework built around it. As a result, application code increasingly looks like this:

async def get_user():
    user = await repository.get_user()
    retu...</description>
      <pubDate>Sat, 22 Aug 2026 00:00:00 +0000</pubDate>
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    <item>
      <title>How HackerRank Scores Engineers</title>
      <description>I have been doing my goal-setting, KPIs, and feedback assessments through LLMs. The hardest part was designing the scoring mechanism. When HackerRank open-sourced their Hiring Agent, I wanted to understand how they had solved the same problem and what biases their rubric encod...</description>
      <pubDate>Fri, 10 Jul 2026 00:00:00 +0000</pubDate>
      <link>https://grandimam.com/posts/how-hacker-rank-scores-engineers/</link>
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      <title>Distorted Reality</title>
      <description>Suppose there are two engineers. One (EA) makes $200K; the other (EB) makes $50K. EA was a strong performer and EB solidly met expectations.

Now the CEO wants to update the company’s performance metrics, so he adds salary as a factor in how engineers are evaluated.

What do y...</description>
      <pubDate>Wed, 08 Jul 2026 00:00:00 +0000</pubDate>
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      <title>Repricing of Software Engineering Labor</title>
      <description>I started my career in the late 2010s, and I have had a front-row seat to the growth of the industry that has given me everything: software engineering.

Looking back over the last decade, I have mixed feelings about some of the calls I made. And I am seeing the same patterns ...</description>
      <pubDate>Fri, 26 Jun 2026 00:00:00 +0000</pubDate>
      <link>https://grandimam.com/posts/repricing-of-software-engineering-labor/</link>
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      <title>Speed is Cheap, Capability is Expensive</title>
      <description>The 80/20 of LLM Costs

Here is how I have come to think about LLMs after 8+ months of heavy agentic coding (200K+ lines, 30 PRs a month). If you are already strong in your tooling, a large chunk of the agentic advantage disappears. The model moves away from compensating for g...</description>
      <pubDate>Fri, 19 Jun 2026 00:00:00 +0000</pubDate>
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      <title>Writing Effective Skills</title>
      <description>
  Note: This post is a work in progress and will be updated over time.


Software Engineering as we see it today is slowly transforming itself towards a more Agentic workflow. This is not new; there was a time where software was packaged and manually SCP’d into individual ser...</description>
      <pubDate>Sun, 12 Apr 2026 00:00:00 +0000</pubDate>
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