Insight · Plateer AI Labs

Article series

The GS Certification Diary

Three weeks of reading 80 defect reports and rebuilding the code, the errors, and the manual

5 articles

The Harness Diary

Designing the execution environment an AI agent works in, from the ground up

10 articles

The Ontology Diary

Starting from the questions, building a knowledge graph, then working on quality and search

10 articles

All articles

Field Report2026.02.18

Turning scattered enterprise data into knowledge an AI can actually use

Questions from a manufacturing and retail company evaluating an ontology-based AI platform — extracting a graph from documents, connecting the RDB, where public LLMs draw the data boundary, how often knowledge needs refreshing, and where to start.

PPlateer AI Labs

Field Report2026.01.23

How far can you automate repetitive work by handing it to an AI agent?

An AI agent PoC on repetitive work at a food and retail company — how a PoC differs from production, connecting to existing systems, agents built by business teams, choosing a model per task, and the structure that carries you to the second task.