Skip to content
AI-Atlas
Atlas profile

4Um4 LegoGo

@4Um4Verified GitHub profile

Independent researcher · Deterministic agent simulation · ENIGMA: executable epistemic contracts (DOI 10.5281/zenodo.22831764)

AI-Atlas score

Practitioner
0100
Strongest
AI Agents
53.7/100 domain score
Rank
38th=
Russia
1st
  • RussiaLocation
  • 2 Nov 2026Mapped
  • 1 / 3AI projects
01Skills matrix

AI Skills Matrix

AI Skills Matrix scores, 0 to 100
Machine Learning0
Computer Vision0
Data Science0
NLP & LLMs7
AI Agents54
MLOps10

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

Substantial implementations with real depth.

02Evaluated projects1 of 1

3 public repositories → 1 with AI work, evaluated. The other 2 (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

Enigma

55.9

Implementation

100% of Atlas Score

Agent System· Python

ENIGMA is a deterministic causal simulation engine for NPC/agent behavior built around a 12-layer canonical architecture (authoring, identity, perception, attention, belief, decision, deception, etc.) enforced by 18 runtime architectural laws, with a FastAPI backend, extensive YAML architecture-as-code, and a pytest suite. It models agents whose memory and belief diverge from world truth, with LLM explicitly excluded from canonical truth.

AI Agents0.90MLOps0.20NLP & LLMs0.15
agent-based-modelingcausal-simulationdeterministic-simulationepistemic-logicgame-ai