RalphiIA Hybrid Ops Copilot
Validated the local-first and cloud-capable architecture: agents, memory, model routing and operational tools running against real service workflows.
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This page separates product lines from build evidence: Devpost submissions, lablab.ai experiments, GitHub repositories, UiPath Maestro work, Workforce AI, VigilOS, FounderOS and hybrid/local AI experiments.

Projects & Hackathons
Validated the local-first and cloud-capable architecture: agents, memory, model routing and operational tools running against real service workflows.
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A workforce operations system evolving toward secure server-side identity, tenant isolation, mobile check-in evidence and shared reporting logic.
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A founder operating layer for turning research, ideas, submissions and product execution into governed repeatable workflows.
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Applied security research connecting cameras, access control, monitoring, incidents and auditable AI assistance.
Read project page →Devpost and GitHub evidence for AI-native workforce operations: biometric attendance, secure mobile check-ins, deterministic pre-payroll, Gemini Function Calling, Bright Data labor-policy watch, Speechmatics, Cloud Run, Firestore and Cloud Storage.
UiPath AgentHack project connecting Maestro Case to a sovereign FastAPI backend, MongoDB business data, local Ollama analysis, SOP gates, WhatsApp HITL and audit trails.
Hybrid cloud security-operations repository around Google agentic workflows, edge-to-cloud deployment and an automated security ecosystem.
Public GitHub signal for the UI side of InnerOS: how the orchestration story becomes inspectable instead of hidden inside servers.
AI hackathon work belongs here with links, summaries and status as the public trail grows.