Jorge Guberte

Experience

1. Co-Founder & Principal AI Architect · Hub Esfera

   Sep 2024 — Present — São Paulo, Brazil · Hybrid

   Architected Strata, a municipal intelligence platform for the public sector (B2G) with an embedded AI copilot — deployed on Cloud Run, serving production city profiles with live data pipelines and agent-driven decision support.

   • ▸Designed multi-source public-data ingestion (BigQuery, PNCP, FNDE, INEP) into an embedded analytical DuckDB layer for ultra-low-latency agent queries.
   • ▸Built a deterministic LangGraph agent with skill-based reasoning, sandboxed read-only analytical tools, and full LangSmith observability across education, procurement, and budget domains.
   • ▸Engineered data-flywheel pipelines converting unstructured bureaucratic datasets (high-volume PDFs, official gazettes, Fundeb spreadsheets) into structured Parquet snapshots and agent-optimized Markdown.
   • ▸Deployed scalable multi-municipality tenancy via environment-scoped configuration, Cloud SQL persistence, and Clerk-authenticated RBAC.
   • ▸Prototyped generative-UI layers reducing cognitive load in high-density government dashboards.

2. Lead Applied AI Architect · Independent AI Systems Research

   Jan 2023 — Present — Remote

   Ongoing applied R&D across agent memory, state management, generative UI, and multimodal AI — from experimental architectures to production-ready open-source libraries.

   • ▸EPCG Memory Access Model: falsified flat retrieval as a universal memory interface; four typed operations beat it by +50pp in blind cross-domain validation (p < 10⁻⁷), with external AMA-Bench pilots audited end-to-end.
   • ▸LoomDB: temporal memory as a formally bounded dissipative system (asymptotic saturation, sub-stochastic propagation) in Rust/WASM; hybrid retrieval policies optimized by evolutionary search instead of hand-tuned constants.
   • ▸multiverse-js: Git-style branching state library — fork allocation at 2.8M ops/s, LWW merge optimized from O(N) scan to 44.9K ops/s.
   • ▸CBR Audiotech / Prosodia: full async audio-intelligence pipeline (Next.js, BullMQ, Modal GPU, Cloudflare R2) with a prosodic adaptation engine for cross-cultural music generation; validated across two active music labels.
   • ▸AYVU-Talian: decoder-only transformer from scratch on Talian — data curation, custom tokenizer, training, inference.
   • ▸Pixie: embodied 3D web companion with Gemini Live API voice streaming, spatial tool execution, and amplitude-driven lip-sync.

3. Senior Developer Analyst (Contract) · Bosch Digital

   2023 · 5 months — Campinas, Brazil · Remote

   Enterprise data integration and infrastructure modernization across complex SAP ecosystems, backend services, and distributed systems.

   • ▸Architected impact-analysis protocols for critical data pipelines, presenting technical strategy directly to German headquarters.

4. Software Engineering Foundation · SeePix · Martin Luz · EgypTeam · Interactus

   2006 — 2015 — Brazil

   Nine years of production engineering before AI: distributed delivery platforms, high-traffic campaign sites, cloud-native Python, and interactive media for global brands.

   • ▸SeePix (2014–15): highly distributed digital-signage delivery with edge isolation and robust content sync (PHP/Symfony).
   • ▸Martin Luz (2012–13): Tech Lead on high-traffic seasonal campaigns for Walmart and Sony; drove internal Agile and CI/CD adoption.
   • ▸EgypTeam (2008–11): cloud-native Python on Google App Engine; foundational data pipelines for early RL environments (Unity3D).
   • ▸Interactus (2006–07): interactive multimedia for major brands, including Nike's Joga3/JogaBonito global campaign.

Core skills

Languages

Python · TypeScript · JavaScript · Rust (systems integration)

AI systems

Agentic workflows & orchestration · Typed memory interfaces & temporal retrieval · Advanced RAG · Context engineering · Model Context Protocol (MCP) · Agent observability, benchmarks & behavioral QA

Frameworks

Mastra · FastAPI · Node.js · Next.js · React · LangChain/LangGraph · CrewAI · AI SDK · BullMQ

Data & storage

PostgreSQL · Redis · Qdrant · Memgraph (Cypher) · DuckDB · Cloudflare R2

Cloud & infra

GCP Vertex AI · AWS Bedrock · Azure OpenAI · Modal serverless GPU · Docker · GitHub Actions