25+ years turning enterprise data chaos into engineered order. From Intel's manufacturing pipeline to credit union AI — I don't just manage databases. I build the systems that make them intelligent. Currently working with SQL Server 2025.
Real-time PolyBase connection to the production core banking system. Configurable sync frequency per table. Self-healing queue for sync failures and schema drift. New fields detected automatically. Deleted fields archived with last known values. The source of truth for all current member data — always live, always fresh.
The Soul of the system. Every business rule, every semantic relationship, every learned query pattern, every domain vocabulary term lives here — permanently, independent of any AI model. Native SQL Server 2025 vector embeddings power semantic similarity search. Drop the LLM. Put in a better one tomorrow. The Soul does not move.
The memory layer. Facts the source system never calculated and never will. Running totals, historical deltas, behavioral patterns, derived insight scores. Consecutive on-time payments. Lifetime interest paid. Rolling balance averages. Product acquisition timelines. Every sync cycle makes it richer. Keystone knows today. The warehouse knows everything before today.
Security is a join, not a door. Every query includes a mandatory security join enforced at the data layer. Unauthorized users get nothing — no error, no message, just nothing. Immutable audit log. Every interaction logged permanently with full lineage. Employee behavioral anomaly detection. Regulator-ready from day one.
On-premises inference engine. One network connection — to the internal network only. No internet. No telemetry. No path out. Not a temporary limitation — an intentional architectural decision that gives a security story any regulator can approve. Every prompt filtered by the security gateway before it arrives. Every response logged before it leaves.
C# WPF control center that manages the entire platform. PolyBase table registration. Sync frequency management. Schema change review. DEV-to-PROD promotion pipeline. Tolerance monitoring dashboard. Broken thread queue. User and role administration. Audit log viewer. No schema change touches production without passing through here first.
Every AI system I design stores its intelligence — every business rule, every semantic relationship, every learned pattern — permanently in the architecture itself. The AI model underneath is the heartbeat. It keeps things running. But it is not the life of the system. Drop it. Recreate it. Swap it for something better tomorrow. The Soul does not move.
Financial-grade systems do not guess. They do not approximate. They do not hallucinate a confident answer when the data is ambiguous. If the system does not know the answer, it says so — and tells you exactly why. That is not a limitation. That is the feature. Trust is built one honest answer at a time.
Access control enforced at the application layer can be bypassed. Access control enforced at the data layer cannot. Every query I design includes a mandatory security join. Unauthorized users get nothing. No error. No message. Just nothing. The permission check is built into the query itself — not bolted on afterward.
Storage is cheap. Missing history when a question gets asked two years from now is catastrophic. Every system I build accumulates facts the source system never calculated — running totals, historical deltas, behavioral patterns, trend lines. Keystone knows what is true right now. Only the warehouse knows what was true last year.
Silent failures are the most dangerous failures. Every architecture I design includes self-healing queues, tolerance monitoring, and broken thread detection. When something drifts — a sync breaks, a field changes, a query returns unexpected results — the system flags it, logs it, and asks for help. Broken threads are not failures. They are learning opportunities.
Facts cite their source. Inferences carry a confidence score. Every interaction is logged with full lineage from question to answer. A regulator must be able to read the audit trail and understand exactly what happened and why. If you cannot report on it, measure it, and audit it — it is not done.
The first domain is never the last. Every architectural decision is made with the understanding that other domains will follow. Loose coupling. Plug-in modules. No domain is an island. The system you build today should welcome the requirements of two years from now without requiring a rewrite.
Complexity is the enemy of reliability. The most elegant solution is the one that does exactly what it needs to do and nothing more. Every extra moving part is a future failure point. The assembly line that runs cleanly every time is worth more than the impressive architecture that requires a specialist to keep alive.
Tell me about your company, your data problems, and what you need. An AI trained on 25 years of Richard's actual work will tell you exactly how well he fits — and why.
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