The Labs
A growing research space for experiments in data engineering, AI analytics, and autonomous systems.
Data Engineering
Pipeline architecture, lakehouse experiments, and storage format research.
Vector DWH Index
ExperimentWhat if you could find similar business situations from history without writing a query? This experiment embeds aggregated metrics as vectors in ClickHouse, enabling semantic similarity search across time periods, cohorts, and segments.
AI Analytics
LLM reasoning over structured data, autonomous reporting agents, and semantic layer experiments.
Semantic SQL Layer
ResearchLLMs are remarkably good at reasoning over structured data — when given the right abstraction. This experiment builds a semantic layer that maps business concepts to SQL constructs, allowing Claude to generate reliable, governed queries without hallucinating column names.
Autonomous Report Agent
PrototypeA LangChain agent that runs on a schedule, queries the DWH for KPI deviations, decides if they're significant, and writes an executive summary with root-cause hypotheses. No human in the loop.
Sports Analytics
Performance modelling, event stream analysis, and predictive systems for competitive sports.
Coming soon
Experiments and research in this category are being scoped.
Research
Deep dives into emerging data infrastructure patterns and architectural trade-offs.
Coming soon
Experiments and research in this category are being scoped.
Experiments
Short-cycle prototypes and proof-of-concept implementations.
Coming soon
Experiments and research in this category are being scoped.