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
- Research
- Pilot
- Production
- Scaled
- AI-native
AI adoption map
Select a cell to see the signals behind it.
| AI technology ↓ · industry → | Maritime & ports | Logistics & supply chain | Manufacturing | Energy & utilities | Other industries |
|---|---|---|---|---|---|
| AI / ML | 1Pilot | no signal yet | no signal yet | no signal yet | 1Pilot |
| LLM | no signal yet | no signal yet | 1Research | no signal yet | 1Pilot |
| AI agent | 1Pilot | no signal yet | 1Research | no signal yet | 1Production |
| AI-native company | no signal yet | no signal yet | no signal yet | no signal yet | no signal yet |
| AI security | no signal yet | no signal yet | 1Research | no signal yet | 1Production |
| Data science & classical ML | no signal yet | no signal yet | no signal yet | no signal yet | no signal yet |
Approved signals
4 of 4 shown
Anthropic is making automated action-checking the default in most Claude apps, replacing per-action human approval.
Its own Claude Code data shows people approve 97% of prompts and catch only 13.6% of planted dangerous commands, falling to about 5% after 50 approvals, against 89% for the automated checker. The numbers are from the coding tool, not yet from the wider apps.
A Seoul public agency built an in-house assistant from 26 years and 11,835 cases of construction supervision, guiding each stage and checking documents for errors.
The aim is to give new supervisors and small contractors the same judgment baseline as experienced staff. Usage figures are not given.
Siemens' Fuse EDA agent now chains seven of its own tools to run electrothermal analysis on 3D ICs over an 8–10 hour run, exploring hundreds of design points.
Effort and setup savings come from Siemens' own benchmarks; no customer is named. The stack names audit logging and sandboxing as first-class parts of the harness.
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.
AI security hub
Where agents and LLMs fail — and how they are defended
2 approved AI-security signals
Incidents & cases
No approved signal yet
Defences & directions
- Anthropic is making automated action-checking the default in most Claude apps, replacing per-action human approval.23 Oct 2026 · AI타임스 ↗
- Siemens' Fuse EDA agent now chains seven of its own tools to run electrothermal analysis on 3D ICs over an 8–10 hour run, exploring hundreds of design points.22 Oct 2026 · engineering.com ↗
Outlook
No approved signal yet
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