Technical validation · integration still open
Self-Hosted Voice AI: Technical Validation and Integration Design
Technical voice AI validation: local inference, a documented warm-path benchmark and the remaining integration steps.
Case Study and Projects
My focus: context layers for AI agents. The case study shows client work; supporting projects document further architecture and engineering experience.
Featured: a context layer in client use
▶︎ 0:50 Governed context workflow
Context Layer for AI Agents: Sourced Answers and Human-Approved Actions Across Chat, Tickets, Wiki and CRM
Case study: a context layer for AI agents on a temporal knowledge graph. Sourced answers from chat, tickets, wiki and CRM, external actions authorized before execution.
Further architecture and integration projects
AI Revenue Prioritization System Embedded in HubSpot CRM
HubSpot-native AI layer that scores every contact on ICP fit, ranks the pipeline by expected revenue, and prescribes a specific next action with a written reasoning trace — all as first-class HubSpot properties, no tool switching.
AI Decision Support Platform for Enterprise Operations
Transformation portfolio platform with AI-scored initiatives, capability-maturity radar, and investment recommendations. Replaces steering-committee spreadsheets with continuous prioritization across business value, complexity, maturity, and ROI.
Further technical projects
Supporting development work and technical validation. Each detail page states its project status and measurement limits.
Independent project · no client commission
Independent Project: Local PII Redaction for SAP Free Text
Independent PII-redaction project for SAP free text, with results from 16 test documents and clear evaluation limits.
The context layer for your AI agents
Your agents answer from whatever the retriever finds, and too often that is last quarter's truth. I build the context layer they answer and act from: a temporal knowledge graph that keeps every fact with its source and the time it held, reads with each person's own permissions, and writes nothing without a person's approval. On your own tenant, billed by the hour, step by step.