Ahana

Ahana

Human-AI interaction Researcher
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About

I'm a student researcher focused on human-AI interaction, specifically how people form relationships with, trust, and are affected by AI systems. I've published independent research on anthropomorphism and trust in AI, and worked as a research intern on AI detection and multimedia forensics . I started MelodyMatrix because I was curious whether AI could play a meaningful role in emotional wellbeing - using music as the medium. It sits at the intersection of psychology, AI, and product design.

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Romanela Polutak•

18h ago

We benchmarked Claude Code refactoring, with and without code health guidance

We ran a benchmark to see how well @Claude Code actually refactors legacy code alone and then redid the same test, but this time with code-health guidance via MCP server.

  • To limit any vendor bias, we used a public data set of 25,000 source code files from competitive programming, including carefully crafted unit tests. 

  • We assessed agent correctness by running those tests. 

  • We measured the Code Health impact using CodeScene.

  • (See our research Code for Machines, Not just Humans for more details on the methodology and data)

Claude Code that was MCP-guided achieved 2 5x more more improvements in Code Health compared to unguided refactoring.

QIQI•

3d ago

Are all-in-one AI builders actually better, or do you still prefer a custom stack?

Lately I ve been wondering whether the one AI tool builds the whole product idea is actually what people want.

For a simple website or SaaS-style app, the workflow often ends up looking like this:

UI in one tool, backend somewhere else, auth/payment setup in another place, deployment on a different platform, and maybe an admin dashboard built separately.

That gives you flexibility, but it can also get messy fast especially for non-technical founders, small teams, or people trying to validate an idea quickly.

Nika•

2d ago

How do you distinguish AI content from real, human-made content?

AI is incredibly good, I d even say almost perfect.

And for many people, that uniformity of perfect templates is starting to feel annoying.

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