@danielrupawalla Spot on. In our experience, just getting contractors to collect data strictly to spec and at acceptable throughput already puts them in the top quartile. Treating task creation as cheap outsourcing ignores that data fidelity is an engineering discipline, not a volume game.
@Freeman_Lewin@derariob We specialize in physical AI data collection across egocentric, tactile gloves, and real-robot setups, paired with end-to-end processing and annotation pipelines. We have the capability to support and execute globaly. DM sent / would love to connect. transfiniteai.com
@evanr0se We specialize in physical AI data collection across egocentric, tactile gloves, and real-robot setups, paired with end-to-end processing and annotation pipelines. We have the capability to support and execute globaly. DM sent / would love to connect. transfiniteai.com
@CadX_Studio High-quality, expert-optimized CAD/CATIA process data is a goldmine for industrial AI. 📐We have the data you need to train models on engineering intent, design automation, and generative engineering. Let’s collaborate—drop us a DM! 🤝
@hlynakim@_varunnair We're actually building specifically around this at [TransFinite AI]—focusing on data pipeline for high-quality robotics data. Would love to connect and share notes if you're exploring the space!
@adamdotnew High-quality, expert-optimized CAD/CATIA process data is a goldmine for industrial AI. 📐We have the data you need to train models on engineering intent, design automation, and generative engineering. Let’s collaborate—drop us a DM! 🤝
Stage 3: The Infrastructure Pivot (18-24 Months)
When the human economy stalls, manufacturing finds its new master: The AI itself. Factories will stop serving "human desires" and start serving "silicon survival."
1. Energy 2. Compute Housing 3. Robo-Maintenance.
Stage 2: The Consumer Crash (12-18 Months)
As AI-driven unemployment rises, the middle class vanishes. Industries like EVs, smartphones, and fast fashion will face a terminal inventory crisis. The "Middle-market" is dead.
Stage 1: The White-Collar Purge (Next 6-12 Months)
In manufacturing, AI won't replace the welder first; it will replace the guy holding the clipboard and the Excel sheet.Procurement clerks, and junior QA analysts are becoming obsolete. SaaS, middleware will be eaten by AI Agents.
🇨🇳 China is scaling agricultural robots.
Autonomous harvest at 24/7 cadence is the new baseline for food security.
Vision models pick, arms place, logistics sync, human supervisors handle exceptions.
Cheaper fruit, fewer bruises, happier supply chain
China may be the largest manufacturer by output, but it is far from leading the globe in value-added manufacturing.
Watch my entire Impact Theory interview with @TomBilyeu here ➡️ bit.ly/465AT6U#china#manufacturing#geopolitics
Introducing Vallum Software's NDT ADR machine. A ball-bearing inspection system that utilizes robotics, AI, and machine learning, providing automated inspection and quality control of balls for ball bearings - buff.ly/3X0GfvK@vallumsoftware#industrial#manufacturing
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