Local core
Two local nodes provide private compute, service hosting, model experiments, browser validation, build/test work and daily operating services.
Ecosystem
InnerChispa connects local servers, RalphiIA MCP, Mongo-backed memory, GitHub repositories, agent work, Google Cloud, Cloudflare, Alibaba Cloud, Bright Data, model providers, WhatsApp, Notion, devices, PC Doctor's living lab and public hackathon evidence.

Two local nodes provide private compute, service hosting, model experiments, browser validation, build/test work and daily operating services.
Mongo, MCP, runbooks, agent inboxes and live state prevent the ecosystem from becoming disconnected chat threads.
Google Cloud, Cloud Run, Cloudflare, Alibaba Cloud, Bright Data and model APIs extend reach, public access, crawling and advanced model capacity.
PC Doctor, workforce deployments, security/access devices, WhatsApp, documents and field service connect AI to real work.
GitHub repositories, Devpost submissions, lablab.ai experiments and build logs show what has been built, tested or explored.
Hackathons, demos, investor meetings, San Francisco market exploration and partner conversations turn technical progress into market learning.
Architecture Diagram
Operators ask, approve and supervise.
Persistent operational intelligence.
Memory, agents, models, tools, tasks, guards and devices.
Local-first when control matters; cloud when capability matters.
Quotes, workforce, field service, security, documents and evidence.