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Atlas profile

Luiz Cesar Spies

@oldnordicVerified GitHub profile

Rust systems engineer. Graph databases, code intelligence, LLM inference. 20 crates on crates.io — sqlitegraph, magellan, llmgrep, mirage, atheneum.

AI-Atlas score

beta
Specialist
0100
Strongest
NLP & LLMs
77/100 domain score
Rank
1st
Poland
1st
  • PolandLocation
  • 12 Oct 2026Mapped
  • 22Projects
01Skills matrix

AI Skills Matrix

AI Skills Matrix scores, 0 to 100
Machine Learning73
Computer Vision0
Data Science46
NLP & LLMs77
AI Agents77
MLOps33

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 22

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
76

Expert

26% of Atlas Score

Inference System· Rust

ROCmForge is an LLM inference engine for AMD GPUs that implements custom HIP kernels for operations like attention, quantization, and RoPE, featuring a GPU Decode Graph to reduce kernel launch overhead and an inference path router for dynamic optimization.

NLP & LLMs0.95Machine Learning0.90MLOps0.20
amdggufgpuhipinference
02
69

Advanced

13% of Atlas Score

Agent System· Rust

Envoy is an HTTP+JSON coordination server for AI coding agents that provides agent identity, structured messaging, session accountability, and knowledge persistence via the Atheneum graph database.

AI Agents1.00Machine Learning0.30NLP & LLMs0.30
agent-coordinationai-agentsmulti-agentpub-subrust
03
69

Advanced

12% of Atlas Score

Agent System· Rust

Atheneum is an embedded graph database for AI agent coordination, providing episodic memory, knowledge persistence, and session accountability. It consists of a core Rust library, an MCP server, a CLI, and plugins for integrating with agent frameworks.

AI Agents0.90MLOps0.40Data Science0.30
ai-agentsepisodic-memoryknowledge-graphmemorymulti-agent
04
42

Implementation

10% of Atlas Score

ML Application· Python

This repository provides a GUI-driven application for materials discovery that integrates data acquisition from the Materials Project API, feature extraction, a simple neural network model for property prediction, and data storage in a SQLite database. It focuses on establishing a robust data pipeline as a foundation for AI-assisted materials design.

Machine Learning0.90Data Science0.80MLOps0.20
05
62

Advanced

6% of Atlas Score

AI Developer Tool· Rust

SynCore is an MCP server for AI-native development that provides a unified interface for persistent memory, dual-domain vector search, code analysis, and knowledge graphs. It is built in Rust and includes features such as task management, agent coordination, and project analysis.

AI Agents0.80NLP & LLMs0.70Machine Learning0.60MLOps0.40
06
51

Implementation

6% of Atlas Score

Library / Framework· Rust

The repository provides the reference Rust implementation of the APEX (Agent Planning & Execution Specification) DSL, including a parser, validator, interpreter, and tool registry for controlling LLM reasoning and agent workflows.

NLP & LLMs0.90AI Agents0.80Machine Learning0.20