Proprietary R&D Lab
Kybername | Enterprise GenAI Sandbox
Simone Valentini's architectural R&D laboratory.
Where Agentic Orchestration patterns, LLM Security, and FinOps are tested outside corporate constraints before being pushed to production on Google Cloud Platform.
The Architecture
The 4 Enterprise Pillars
Semantic Routing (FinOps)
Deterministic state machines (LangGraph) routing user intent to avoid unnecessary calls to heavy LLMs, drastically cutting costs and optimizing business ROI.
Context-Aware Semantic WAF
A zero-temperature firewall preventing Prompt Injections, Data Exfiltration, and abuses, ensuring enterprise-grade security for AI layers.
Data Minimization (GDPR)
Local NLP PII Scrubber that systematically anonymizes sensitive data prior to storage in Vector DBs (Qdrant/Firestore), for true human-centric AI and compliance-by-design.
LLMOps & CI/CD (Quality)
Zero-downtime pipelines on GCP featuring "LLM-as-a-Judge" to evaluate responses and automatically block regressions in production.
System Diagrams (Deep Dive)
Agentic Orchestration, Semantic WAF & RAG (Runtime Context)
The runtime architecture on Cloud Run. The asynchronous flow (FastAPI) is managed by a deterministic State Machine (LangGraph). Traffic passes through a semantic firewall (Guardrail Node) and data sanitization (PII Masking) before triggering the Semantic Router. The system manages polyglot persistence with Firestore (state) and Qdrant (vector search).
LLMOps: Zero-Downtime CI/CD Pipeline & Evaluation Gate
The deployment pipeline (Google Cloud Build) does not rely solely on static tests, but integrates an 'LLM-as-a-Judge' (Gemini API) as the primary Evaluation Gate. If the AI logically degrades due to a prompt change, the build is halted, ensuring safe and automated production releases.
Empirical Field Validation
Architecture only proves its value when facing human complexity. Kybername powers the "Digital Compass", a systemic advisor engaging daily with real users via an instant messaging edge interface (Telegram). An open benchmark to validate data governance, semantic safety, and response relevance under real-world, unpredictable conditions.
Explore the Live PoC