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Atlas profile

FlameF0X

@FlameF0XVerified GitHub profile

Hello there! I'm Daniel, a 18yo idiot that builds AI.

AI-Atlas score

Advanced
0100
Strongest
NLP & LLMs
69.5/100 domain score
Rank
14th=
Romania
2nd
  • RomaniaLocation
  • 8 Nov 2026Mapped
  • 8 / 22AI projects
01Skills matrix

AI Skills Matrix

AI Skills Matrix scores, 0 to 100
Machine Learning67
Computer Vision19
Data Science19
NLP & LLMs70
AI Agents5
MLOps12

Each node is one domain, scored only from evidence in these public repositories. Select one to see why.

Deep, repeated, well-engineered work in this domain.

02Evaluated projects6 of 8

22 public repositories → 8 with AI work, evaluated. The other 14 (repositories without AI code, forks and empty repositories) are not scored and have no effect on the result. How repositories are selected

Ranked by contribution

Ordered by how much each project adds to the Atlas score, not by its own score. A project with evidence in several domains can rank above one with a slightly higher project score. Choose a domain to focus on the projects with meaningful evidence there.

01
59.6

Advanced

42% of Atlas Score

Educational Implementation· Python

LM-From-Scratch is an educational guide that walks through the process of designing and building a transformer-based language model from scratch using PyTorch. The repository includes documentation on architectural decisions and a code implementation of core components such as attention, feedforward networks, and training loops.

NLP & LLMs0.95Machine Learning0.90Data Science0.30MLOps0.20
02
57.9

Implementation

22% of Atlas Score

Educational Implementation· Python

Open-SnowflakeCore is an educational implementation of a GPT-style transformer language model, consisting of two modules (G0 and G1) that provide configurable architectures with training loops and generation capabilities. The repository emphasizes learning through clear documentation and well-commented code.

NLP & LLMs0.90Machine Learning0.80
03
52.5

Implementation

16% of Atlas Score

Architecture Modification / Research· Python

The repository provides implementations of hybrid RWKV-Transformer models for BERT-style masked language modeling, language generation, and CLIP-style zero-shot image classification, including training and inference scripts.

Machine Learning0.92NLP & LLMs0.85Computer Vision0.35MLOps0.15
04
46.0

Implementation

10% of Atlas Score

Educational Implementation· Python

The repository provides a low-rank factorized linear layer (LoRPtLinear) for memory-efficient pretraining, accompanied by extensive documentation describing its motivation, benchmark results, and ablation studies.

NLP & LLMs0.90Machine Learning0.85
05
34.1

Exploration

5% of Atlas Score

Other AI Project

This repository hosts three research papers describing the i3 family of hybrid LLM architectures that combine RWKV/Mamba state-space mechanisms with Transformer attention. It provides PDF reports but no source code, models, or training scripts.

NLP & LLMs0.95Machine Learning0.90Data Science0.20
i3-architecturepapers
06
42.4

Implementation

2% of Atlas Score

Educational Implementation· Python· archived

MuffinLM is a simple LSTM-based text generation model implemented in PyTorch, providing training and generation functionalities for educational purposes.

NLP & LLMs0.90Machine Learning0.75
aichatbotlstm-neural-networks