Technology integrator, founder and applied AI builder focused on combining physical infrastructure with intelligent automation. The work spans networks, servers, security electronics, smart buildings, AI agents, RAG, local models and workflow systems.
Rafael connects real field operations with software and AI so businesses can reduce time, errors and friction while preserving operational continuity and data control.
The differential specialty is hardware plus software plus real operations: not only designing an AI assistant, but tying it to devices, service work, customer history, documents, monitoring and escalation.
Prevention over correction; local over cloud when data sovereignty matters; small pilots before scale; systems that learn; invisible automation that creates less friction for users.
Founder and technical director for Ecuador-based technology operations: networks, hardware support, CCTV, access control, monitoring, automation, cybersecurity and customer continuity.
Founder of the applied AI expansion: agents with context, private servers, RAG, enterprise memory, Notion/n8n workflows, local-first AI and productized automation.
Local-first AI tools for creators: private AI servers, offline language models, transcription, image generation, assisted editing and privacy-focused content workflows.
Modular infrastructure concept for creative and operational workflows, designed to turn scattered content and business processes into reusable systems.
Integrated CCTV in elevators and main areas, Hikvision video-doorphone interconnection, monitoring standardization and console operations with protocols and escalation.
Fiber/connectivity improvements, internal network optimization, social-area audio improvements and CCTV expansion for stability and coverage.
Network infrastructure improvements, cabling/order/stability work and CCTV optimization for continuity and broader coverage.
Cabling improvements and CCTV coverage expansion, strengthening the building's security and infrastructure base.
Corporate help desk and support for operational incidents involving connectivity, software, hardware, peripherals, escalation and continuity.
Operational management standardized through Notion-style sources of truth for projects, clients, inventory, quotes and finance, with automation reducing duplication and errors.
On-premise physical servers, GPU environments, Docker, Portainer, selected Kubernetes work, Ubiquiti, MikroTik, Cisco, NAS storage, RAID and automated backups.
Whisper for transcription, Stable Diffusion for imagery, MusicGen for audio, local LLMs, PyTorch, TensorFlow, ONNX Runtime, TensorRT, GGML and llama.cpp style inference.
n8n self-hosted, Make, Zapier, REST, GraphQL, WebSockets, MQTT, Modbus, OPC-UA, Python, Node.js and Bash for practical business automation.
Hikvision, ZKTeco, HID, Suprema, Dahua, Uniview, Intelbras, HikCentral, ZKAccess, API-connected control, face, fingerprint, RFID and QR contexts.
Master in Applied Artificial Intelligence from ENEB, Spain; Engineering in Networks and Operating Systems from ESPOL, Ecuador; continuous business and AI training.
Cisco CyberOps, Ethical Hacking, Digital Forensics, Legrand, Vantage, WattStopper, CCTV vendors, Siemon structured cabling, renewable energy and smart building automation.
Companies seeking local AI infrastructure without unnecessary cloud dependency; smart buildings that need preventive systems; projects prioritizing data sovereignty; collaborations in industrial automation, intelligent CCTV or edge AI.
Honest diagnosis, functional MVPs, iteration from real use, knowledge transfer and proactive support through monitoring and preventive maintenance.
The dossier is intentionally professional and operational. It acknowledges the founder's human and community dimension while keeping InnerChispa's technical story measurable and grounded.
PC Doctor proves the field layer; Workforce turns operational needs into product software; InnerOS/RalphiIA provide intelligence and coordination; InnerChispa packages the system for broader markets.