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Ariel González Gómez

Data / ML Engineer

// havana, cu · UTC-5

Computer Scientist | Professor in training | Full-Stack Software Engineer | Competitive program…

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Scouting report

LLM-agent researcher — neuro-symbolic planning thesis

assessed from open-source footprint

Mid
49signal

Ariel is the most research-credible here: his PLAN-GRAIL thesis (5★, his top repo) tackles LLM-based agent planning with grammar-constrained decoding and neuro-symbolic modeling in Python, backed by a competitive-programming and teaching background. Temper expectations on engineering polish — a 0.56 abandonment ratio and only 7 commits last year — but the originality is genuine. A strong fit for an applied-ML or research-leaning team.

Authorship & open source

Solo authorwrote 100% of commits on Thesis
0 merged PRs7 commits / yr

What they build

Data / ML50%
Backend31%
Systems14%
Game Dev6%

Industry experience

  • Education & EdTech
  • Data, ML & AI
  • Fintech & Payments

Signal breakdown

Originality42
Impact50
Consistency72
Polish27
Stars

5

top repo 5

Original repos

9

64% forks

Followers

30

On GitHub

3.7 yr

Live demos

0

Activity

Active

56% stale

Strengths

  • Verified author — wrote 100% of commits on Thesis
  • Data / ML focus with Backend
  • Domain experience in Education & EdTech & Data, ML & AI
  • Core stack: Python, Jupyter, C++, C#