Blog
Expert articles from the invent.sale team
How to De-Anonymize Transformer Behavior on Time Series
A method for interpreting transformer models on time series: Integrated Gradients heatmaps in time × scale × signal coordinates, two verifiable tests, and practical applications for diagnosing data drift.
Retail 2030: Multi-Agent Systems, Regional Intelligence, and the End of the Excel Era
How AI agents transform retail: from demand forecasting to autonomous supply chain management. Territory as a living organism, multi-agent architecture, and why 59% of inventory in a typical chain is frozen capital.
Artificial Intelligence 2026: The Reality of AGI and Engineering Constraints
Why current AI is a plateau, not an exponential. The gap between demos and reality, the reliability problem in long chains, the economics of progress, and what it all means for retail.
Data Flows in Pharma Retail: Modern Challenges and Solutions
Cross-verification of pharma marketing data: reporting lag problems, directory matching tactics, and why automated data flows dramatically change the quality of decisions.