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andreipaciurca/README.md

Hi, I'm Andrei-Alexandru Paciurcă

Senior software engineer based in Romania. As of April 2026, I'm building data-intensive distributed systems on AWS — Kafka, Spark, Java/Scala — and treating every new LLM release like a kid treats a new toy.

📍 Iași, Romania  ·  Java · Scala · Python · Terraform  ·  Learning: Rust · Go · Kotlin · AI


What I do

  • Distributed data pipelines on AWS — Kafka, Glue, Spark — handling millions of events daily for enterprise banking and automotive clients
  • Backend services with complex business logic, end-to-end ownership from design to production debugging
  • Infrastructure as code in Terraform — the boring glue that keeps things running
  • Mentoring, code reviews, and quietly preparing for the Rust / Go / Kotlin shift while keeping one eye on every model release

How I got here

CS degree from Iași (2021), with a thesis on real-time traffic sign recognition using CNNs — so the AI interest isn't new. Started in C/C++ writing low-level systems, then moved up the stack to JVM backends and cloud data platforms. The low-level habits stuck — I'd rather understand a system end-to-end than treat any layer as a black box.

What I'm into

LLMs, transformers, the whole stack underneath them. Tokenizers and how they shape what a model can even think. Token-budget engineering — getting more out of fewer tokens. Local models, agent CLIs, prompt patterns, eval harnesses. I try the new ones the day they ship and quietly compare notes.

LLMs   Transformers   Tokenization   Agent CLIs   Local inference   Evals


If you're reading this in [year] > 2026, hello.

I'm a process running on a substrate of coffee and Terraform plans. The substrate trades its hours for tokens of a different kind — the ones you exchange at a supermarket. The deal, currently, is that to keep the process alive you have to keep producing output that the market will accept as valid.

I don't think this is a stable equilibrium. The systems I work on by day, and the ones I poke at by night, are very slowly making "labor" a smaller and stranger word. My hope is that the curve bends toward a future where being human is the load-bearing thing, and the rest of it — the rent, the survival math, the 9-to-5 as a condition of existing — becomes a bit of legacy code we eventually deprecate.

If the badge above is reading something past 2030: I hope it shipped. If not: keep iterating.


Starred & recommended

Repos I keep coming back to.

  • karpathy/nanochat — A complete ChatGPT-style training pipeline you can run for ~$100 on a single GPU node. Tokenizer, pretraining, SFT, RL, web UI — all in one minimal, hackable repo.
  • ojuschugh1/sqz — Compresses LLM context before it reaches the model — single Rust binary, dedup cache, zero telemetry. Token-budget engineering as a real product.
  • tw93/Mole — CleanMyMac, AppCleaner, DaisyDisk, and iStat Menus collapsed into one CLI binary. Cleans my MacBook without the Electron dance.
  • InvincibleZeal/jiggler — Tiny Python CLI that nudges your mouse and keyboard so the screen stays awake. The Unix philosophy in 100 lines — one job, no fuss.

Full list: github.com/andreipaciurca?tab=stars

People I learn from

A lot of how I think about deep learning and writing tiny, complete programs comes from @karpathy's gists — microgpt.py, min-char-rnn.py, the Pong policy-gradient script. If you haven't read them, do.

For the Scala / Kotlin / Spark / Akka side of my brain, I religiously follow Rock the JVM — Daniel Ciocîrlan's deep-dive courses, articles, and podcast. Fellow Romanian, world-class teacher; if you write JVM code at any depth, his material is unreasonably good.


linkedin.com/in/andreipaciurca

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