AI-drafted · reviewed by Kenny

AI adoption insights — LLM

AI adoption developments from public sources, placed by industry, technology and adoption stage. Each signal was drafted by AI, checked against its source by Codex, and approved by Kenny.

Last updated 23 Oct 2026

  1. Research
  2. Pilot
  3. Production
  4. Scaled
  5. AI-native

AI adoption map

Select a cell to see the signals behind it.

Approved signals per AI technology and industry
AI technology ↓ · industry →Maritime & portsLogistics & supply chainManufacturingEnergy & utilitiesOther industries
AI / ML1Pilotno signal yetno signal yetno signal yet1Pilot
LLMno signal yetno signal yet1Researchno signal yet1Pilot
AI agent1Pilotno signal yet1Researchno signal yet1Production
AI-native companyno signal yetno signal yetno signal yetno signal yetno signal yet
AI securityno signal yetno signal yet1Researchno signal yet1Production
Data science & classical MLno signal yetno signal yetno signal yetno signal yetno signal yet
As of 23 Oct 2026. Counts approved signals only, collected since 23 Oct 2026; the label is the furthest adoption stage they show. One signal can sit in several cells. An empty cell means our sources have not surfaced an approved signal there yet — not that no one is doing it.

Approved signals

4 of 4 shown

AI technology
Industry
Adoption stage
쉬핑뉴스넷

HD Hyundai and Anduril ran a 3.5-hour autonomous-operations demo on a converted 368-ton US Navy test vessel off Long Beach, with the Navy, Coast Guard and ABS watching.

Beyond navigation and formation sailing, it showed an engine-failure emergency response driven by an engine-autonomy layer that monitors machinery and reacts on its own. It is a bounded demonstration on a defence platform, not commercial service.

Maritime & portsAI / MLAI agentStage · Pilot
Codex check · partly supportedRead the take

AI security hub

Where agents and LLMs fail — and how they are defended

2 approved AI-security signals