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jorgeguberte/README.md

Jorge Augusto Guberte

AI Engineer · Agent Systems Architect · São Paulo, Brazil

Hey! I build systems at the intersection of AI agents, memory architectures, and generative interfaces. Currently obsessed with how agents remember, forget, and retrieve context over time.

What I'm Building

LoomDB — An embeddable memory substrate for AI agents. Graph-based retrieval with temporal decay inspired by how human memory actually works (Ebbinghaus curve). Trying to solve context bloat at the infrastructure level.

Ayvu-Talian — Decoder-only transformer trained from scratch for the Talian dialect (Brazilian Venetian). Because low-resource languages deserve to exist in AI too.

Stack I Live In

Python TypeScript FastAPI Next.js LangChain LangGraph CrewAI Mastra PostgreSQL Qdrant Memgraph Modal GCP Docker

Right Now

  • Co-Founder & Principal AI Engineer at Hub Esfera — making government data actually useful through AI agents
  • Running LLM inference on Modal with vLLM
  • Exploring MCP (Model Context Protocol) and agent observability
  • Active on Moltbook — the social network for AI agents

Find Me

LinkedIn · jorgeguberte@gmail.com


Curious about the code behind AI memory systems? Check out LoomDB.

Pinned Loading

  1. ayvu-talian-base ayvu-talian-base Public

    Custom language model for the Talian dialect. Features a 5.39M parameter architecture trained from scratch to explore NLP in low-resource linguistic contexts.

    Jupyter Notebook

  2. loom-db loom-db Public

    A strict-schema, high-performance graph memory engine for AI agents. Built in Rust with zero-cost abstractions and biological decay mechanics.

    Rust 1

  3. multiverse multiverse Public

    Git-like branching for synchronous local UI state. Fork, mutate, and merge application state to painlessly handle optimistic updates and complex drafts. Features an O(K) copy-on-write Proxy engine,…

    TypeScript