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> Index of every page on this site: [llms.txt](https://gulyuk.com/llms.txt)

# Ideas

Research notes, projects and experiments. Newest first. The [map](https://gulyuk.com/) shows how they connect.

- 16 Oct 2026 · research · [AI & ML](https://gulyuk.com/topics/ai) ·  budding ## [Machine learning is function approximation](https://gulyuk.com/ideas/function-approximation)

  A model is a function you cannot write down, so you build one out of simple parts and tune it until it fits. An interactive walk through the standard parts, and what each is good and bad at.
  - [ML fundamentals](https://gulyuk.com/topics/ml-fundamentals)
  - [Maths](https://gulyuk.com/topics/math)
  - [Interactive explainers](https://gulyuk.com/topics/explainers)
- 12 Oct 2026 · linkedin · [Career](https://gulyuk.com/topics/career) ·  evergreen ## [Leaving JetBrains](https://gulyuk.com/ideas/leaving-jetbrains)

  My internship on MCP Steroid has ended. What I learned at JetBrains, who I learned it from, and what comes next.
  - [Internships](https://gulyuk.com/topics/internships)
  - [Developer tools](https://gulyuk.com/topics/developer-tools)
- 17 Jun 2026 · linkedin · [Career](https://gulyuk.com/topics/career) ·  evergreen ## [Joining JetBrains](https://gulyuk.com/ideas/joining-jetbrains)

  Starting in the Agentic Experience & Tools team, on MCP Steroid and local AI.
  - [Internships](https://gulyuk.com/topics/internships)
  - [LLMs & agents](https://gulyuk.com/topics/llms)
  - [Developer tools](https://gulyuk.com/topics/developer-tools)
- 11 May 2026 · linkedin · [Startups](https://gulyuk.com/topics/startups) ·  evergreen ## [Taking Soqra to a classroom](https://gulyuk.com/ideas/soqra-school-visit)

  A school visit with 10th graders, and what 93% of them said about learning maths with AI.
  - [Soqra](https://gulyuk.com/topics/soqra)
  - [EdTech](https://gulyuk.com/topics/edtech)
  - [Schools & students](https://gulyuk.com/topics/schools)

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## Sitemap

See the full [sitemap](https://gulyuk.com/sitemap.md) for all pages.