“The information you never see is, by definition, the information you cannot evaluate. And when the machine decides what is relevant on your behalf, the missing piece becomes the needle in a haystack you did not even know existed.” The Seductive Logic of the Machine “Something quiet and consequential is happening to […]
Cornel Stefanache
The AI Efficiency Trap: Why Architecture Matters More Than Token Windows
The marketing narrative for 2025/2026 is seductive: models offer context windows of 1 million to 10 million tokens. The implication is that you can simply “paste your entire codebase” into the prompt and the AI will reason perfectly across it. The Reality This is operationally false and financially dangerous. Current research identifies a phenomenon known […]
The Shift to Business-to-Agent (B2A) Commerce: Why Your Product Descriptions Are Now Your Most Critical Sales Asset
Research Report, March 2026 | AscentCore This research was conducted by AscentCore using a controlled simulation framework that tests AI agent purchasing behavior across competitive marketplaces. For methodology details, replication data, or to run this experiment on your own product category, contact the authors. 1. The Problem: Your Next Customer Isn’t Human For decades, […]
Why LLMs Can’t Optimize Your Business (But They Can Help You Do It)
Seating 10 people at a dinner table has 3.6 million combinations. If your business is leaving 10% on the table, you aren’t just losing efficiency, you’re missing the kind of gains that translate directly into millions in profit. You are in the right place to fix that. If your business needs are to […]
AI Trends In 2023
Discover some key Artificial Intelligence trends that will take shape in 2023 as predicted by AscentCore CTO, Cornel Stefanache.
The Process Behind Meaningful Visualizations
Creating compelling visualizations through storytelling is the main goal in translating information into a visual context. When working with large data sets, the visualizations expose hidden insights, patterns or relationships in the data and at the same time capture, compress and expose the very essence.