The signals · AI infrastructure · Dimension · Human Machine Layer

Human Machine Layer in AI infrastructure: 338 signals in the last 90 days

Dimension: Human Machine Layer · HMI, Human-2-Agent, Human-2-Robot; communication, collaboration, and coordination mechanisms, protocols, and trust layers. · latest 2 Nov 2026

338 signals in AI infrastructure carried the tag Human Machine Layer in the last 90 days (hmi, human-2-agent, human-2-robot; communication, collaboration, and coordination mechanisms, protocols, and trust layers. ), out of 735 in the last thirteen months. October 2026 had 142 signals against an average of 89 for Jul to Sept: up 59%. Named most often: OpenAI (48), Anthropic (27), Alphabet (26). Below: the count per month, the companies named most, and the latest headlines with outlet and date. Frontier Tech Intelligence reads 100+ sources in eleven languages every day and tags every signal it extracts.

Signals per month

74May
64Jun
71Jul
92Aug
105Sept
142Oct
8Nov

October 2026 had 142 signals against an average of 89 for Jul to Sept: up 59%. The current month is partial.

The latest headlines

  1. Qwen AI Glasses add real-time call translation and media translation in an OTA updatePandaily · Alibaba
  2. OpenAI is integrating Work agent capabilities into ChatGPT's main interface36Kr newsflashes · OpenAI
  3. DeepSeek unveils experimental architecture for a super agent that coordinates multiple AI assistantsInteresting Engineering · DeepSeek
  4. Google enables Gemini in Google Maps for Apple CarPlayt3n · Alphabet, Apple
  5. DeepSeek builds a super-agent for autonomous codingTech in Asia · DeepSeek
  6. DeepSeek previews a 'super agent' for autonomous multi-task AI workflowsSCMP Tech · Anthropic, DeepSeek, OpenAI
  7. Okuma reference-exhibits a generative AI agent for its CNC machine tools at JIMTOF2026MONOist (ITmedia)
  8. Realbotix Echo connects to ChatGPT, Claude, and Gemini and supports more than 100 languagesZDNet Korea · Anthropic, OpenAI, Realbotix
  9. Google DeepMind is rolling out Genie 4 to trusted testers, then Google AI Ultra subscribers and developers.Peter H. Diamandis · Genie 4, Google DeepMind
  10. Google announced Gemini Spark as a personal assistantPeter H. Diamandis · Alphabet

Members see every signal with its source, the body and the company file behind each name, filtered by tag, source and date.

Named most often, last 90 days

48OpenAI27Anthropic26Alphabet22Apple22Meta11Amazon6DeepSeek6Tencent

Human Machine Layer elsewhere

Humanoid robotics 42Robotics 80

AI infrastructure by dimension

Product & Tech Stack 3,113Governance & Security 2,600Vertical Deployments 1,983Supply Chain & Inputs 1,936Market Landscape 1,334Use Case Economics 1,095Business Models 692Interoperability & Platforms 387Human Machine Layer 338Macro Aspects & Economics 222

Questions this page answers

How much human machine layer activity was there in AI infrastructure in the last 90 days?

338 human machine layer signals in AI infrastructure in the last 90 days, 735 in the last thirteen months. October 2026 had 142 signals against an average of 89 for Jul to Sept: up 59%. Per month: May 74, Jun 64, Jul 71, Aug 92, Sept 105, Oct 142, Nov 8. Frontier Tech Intelligence, from 100+ sources.

Which AI infrastructure companies were named most in human machine layer signals recently?

Named most in the last 90 days: OpenAI (48), Anthropic (27), Alphabet (26), Apple (22), Meta (22).

What are the latest human machine layer signals in AI infrastructure?

Qwen AI Glasses add real-time call translation and media translation in an OTA update (Pandaily, 2 Nov 2026) OpenAI is integrating Work agent capabilities into ChatGPT's main interface (36Kr newsflashes, 1 Nov 2026) DeepSeek unveils experimental architecture for a super agent that coordinates multiple AI assistants (Interesting Engineering, 1 Nov 2026)

The counts are public. The signals behind them are the product.

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