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Magaav/README.md

Victor de Genaro

Senior Software Engineer | AI & distributed systems | LLM/RAG | production infrastructure | autonomous agents

GitHub followers Profile views Focus Systems Brazil / Remote


mission

I build reliable infrastructure where AI agents, distributed systems, data pipelines, and real-world operations meet.

My work sits across production backends, agent orchestration, LLM/MCP/RAG systems, real-time infrastructure, evaluation surfaces, and cloud-native deployment. I care about systems that can be inspected, debugged, recovered, and operated under pressure.

Not just agents running.

Agents, data, and infrastructure operating as one reliable system.


toolchain

languages

Python JavaScript TypeScript Go / Golang PHP C C++ Rust Kotlin Bash

backend_runtime

Docker NGINX Swoole WebSockets Protobuf MsgPack Linux

data_messaging

MySQL PostgreSQL Redis Kafka RabbitMQ Debezium

cloud_frontend_native

Oracle Cloud AWS Azure React Angular WASM PWA Electron Android

ai_agents_eval

LLM RAG AI Agents Orchestration Evaluation Observability


flagship

A production-minded control plane for autonomous agent infrastructure.

JavaScript Python Backend Agents Orchestration WASM PWA Service Worker IndexedDB Agent Kernel Native Electron Android/Kotlin ONNX Runtime Vosk Release Feed Observability

hermes-orchestrator treats agents as infrastructure instead of isolated scripts. It focuses on fleet lifecycle, host automation, plugin propagation, observability, runtime guardrails, native bridges, and browser-native control surfaces.

Its app stack spans a JavaScript/PWA client, Python backend and Hermes bridge, service worker and client state, Agent Kernel route contracts, native release feeds and hot operations, Electron desktop shell, Android/Kotlin WebView shell, ONNX Runtime/Vosk voice paths, and compact diagnostics for proof and recovery.

It is the control layer for systems where agents need to be inspected, steered, verified, and recovered.

Not a demo wrapper, but a control plane for autonomous systems.


production_systems

colmeio-marketplace-platform — private production system

Private production marketplace backbone built and operated in the Colmeio context over 6+ years.

Work included distributed backend systems, data reliability, real-time infrastructure, fiscal automation, multicloud deployment, event-driven pipelines, AI-driven operational workflows, observability, and reliability under operational pressure.

Core production surface:

Docker NGINX MySQL InnoDB Cluster PostgreSQL Stored Procedures Redis Kafka RabbitMQ Debezium Swoole WebSockets Protobuf MsgPack Oracle Cloud AWS Azure JavaScript TypeScript Go PHP Python Bash

Fredericochaves — private doctor solution

Private healthcare/doctor-facing solution focused on operational workflows, backend reliability, deployment, automation, and maintainable digital infrastructure.

Built with the same production bias: clear data flow, durable backend behavior, practical admin surfaces, and systems that can be operated by real users.

Zaiaecainelli — private doctor solution

Private doctor/clinic solution focused on digital operations, workflow automation, backend systems, deployment, and reliability.

Designed around real-world usage rather than demo behavior: simple interfaces, stable infrastructure, and practical automation for professional operations.


agent_infrastructure

  • hermes-orchestrator: host-level control plane for agent lifecycle, plugins, guardrails, observability, and runtime coordination.
  • wasm-agent: active product surface inside hermes-orchestrator, focused on PWA/backend/native bridge behavior, browser-native control, and portable agent surfaces.
  • Hermes-Symbiosis / hackathon-hermes-symbiosis: open-source hackathon showcase around orchestration, interface, persistence, multi-agent coordination, and human-agent control loops.
  • simulation-hermes-agent-expectation-trace: bounded evaluation artifact using issue/PR-linked fixtures, rubrics, traces, and recovery-diagnostic comparison.
  • hermes-explain: lightweight reasoning layer for explainable agent tool selection, capability matching, missing-input detection, and readable execution planning.
  • NousResearch/hermes-agent contributions: contribution work around agent infrastructure, orchestration behavior, validation surfaces, and reliability.

selected_work

  • Production systems: marketplace backbone, private doctor solutions, distributed backend operations, fiscal automation, deployment, data reliability, real-time infrastructure.
  • Agent infrastructure: autonomous agent orchestration, lifecycle management, validation surfaces, human-in-the-loop control, failure recovery, native bridges.
  • LLM/RAG systems: retrieval workflows, agent reasoning surfaces, tool selection, context routing, evaluation loops, inspectable outputs.
  • Distributed/runtime systems: MySQL InnoDB Cluster, PostgreSQL, Kafka, RabbitMQ, Redis, Debezium, Swoole, WebSockets, Protobuf, MsgPack.
  • Cloud/platform engineering: Docker, NGINX, Linux, Oracle Cloud, AWS, Azure, multicloud deployment, release and operational workflows.
  • Frontend/native surfaces: React, Angular, PWA, WASM, Electron, Android, Kotlin, browser-native interfaces.
  • Reliability and observability: diagnostic surfaces, runtime evidence, validation loops, recovery paths, production pressure.

recent_public_repos

Project Stack Focus
hermes-orchestrator JavaScript, agents, PWA, WASM, native bridge Public flagship control plane for agent lifecycle, runtime guardrails, plugin propagation, and observability
wasm-agent WASM, PWA, browser runtime, native bridge Browser-native agent control surface inside hermes-orchestrator
simulation-hermes-agent-expectation-trace Python, rubrics, traces, evaluation fixtures Recovery-diagnostic evaluation surface for Hermes-Agent issue/PR-linked behavior
hermes-explain Python, reasoning, tool selection Explainable agent tool-selection layer with capability scoring and execution planning
hackathon-hermes-symbiosis Agent orchestration, browser control, persistence Hackathon showcase for inspectable multi-agent workflows and human-agent steering
NousResearch/hermes-agent contributions Python, agent runtime, validation Contributions around orchestration behavior, reliability, and agent infrastructure
docker-nginx-nextcloud Shell, Docker, NGINX Nextcloud deployment behind an NGINX reverse proxy

stats

Victor de Genaro GitHub stats Victor de Genaro top languages

signal

  • 10+ years of hands-on software development.
  • 6+ years building and operating production distributed systems.
  • Senior Software Engineer focused on AI infrastructure, distributed systems, LLM/RAG, backend/platform engineering, and reliability.
  • Experience across private production systems, doctor/healthcare solutions, marketplace infrastructure, and public agent-infrastructure projects.
  • Built and operated stateful infrastructure, real-time pipelines, event-driven systems, native bridges, and AI-driven operational workflows.
  • Focused on agent orchestration, validation surfaces, observability, evaluation, and recovery.
  • Comfortable with systems that need to explain state, survive failures, and keep operating under production pressure.

looking_for

Open to remote roles where production infrastructure and AI systems meet:

AI Infrastructure Engineer | Agent Infrastructure Engineer | Backend Engineer | Platform Engineer | Distributed Systems Engineer | Data / Evaluations Engineer | Reliability / Infrastructure Engineer | Developer Tooling Engineer

Strong fit for teams building agent platforms, distributed runtimes, LLM/RAG systems, evaluation infrastructure, developer tooling, observability, production automation, and reliable backend systems.


connect

GitHub | LinkedIn

reliable infrastructure for autonomous systems

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