INSIGHTS EMPLOYEE STORIES
Insights
shared by the experts at AscentCore

The Memory That Stays. Part 2
The tool is never the bottleneck. The bottleneck is everything the tool cannot see, cannot access, and does not know it should ask about. The

The Memory That Stays. Part 1
An organisation that cannot remember what it decided, or why, is condemned to decide the same things over and over again, each time believing it is the first.

Small LLM Performance Benchmark – Research Report
This report presents the results of a systematic evaluation of 22 quantized open-source language models across description generation tasks, measuring quality, JSON reliability, and inference efficiency.

The Planning Tax: Why Your AI Agent Feature Might Be Your Worst Investment
Your best feature may be destroying your margins, and your engineering team has no idea. This article isn’t about AI as a productivity tool.

The Illusion of Knowing: How Generative AI Buries Mistakes in a Mountain of Confidence
“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 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

The Memory That Stays. Part 2
The tool is never the bottleneck. The bottleneck is everything the tool cannot see, cannot access, and does not know it should ask about. The

The Memory That Stays. Part 1
An organisation that cannot remember what it decided, or why, is condemned to decide the same things over and over again, each time believing it is the first.

Small LLM Performance Benchmark – Research Report
This report presents the results of a systematic evaluation of 22 quantized open-source language models across description generation tasks, measuring quality, JSON reliability, and inference efficiency.

The Planning Tax: Why Your AI Agent Feature Might Be Your Worst Investment
Your best feature may be destroying your margins, and your engineering team has no idea. This article isn’t about AI as a productivity tool.