After a brief hiatus, new post with @soumitrashukla9: "How Will AI-driven Automation Actually Affect Jobs? The economics of AI exposure and job displacement" There has been a lot of discussion in the media, X, substack, etc about AI driven displacement. We felt like it'd be worth working out the actual economics of when AI automation will actually lead to displacement, versus the exact opposite (more hiring, higher wages). A short summary🧵: AI "exposure" measures are not meant to predict displacement or job automation. Exposure can lead a job loss, or it can lead to more hiring and higher wages. It all depends on how 1) automated tasks interact with non-automated tasks (to what extent they're complements), 2) how consumer demand in that sector responds to prices (elasticity of consumer demand), and 3) the dimensionality of the job (the number of tasks a job has). One conclusion: we should be less worried about consultants and more worried about truckers and warehouse workers than we currently are. Link: substack.com/home/post/p-191…
AUTOMATION
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Pretraining LLMs entirely on Hugging Face Hub infrastructure
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You can now pretrain LLMs entirely on the HF Hub 💥 Last week, @OpenAI launched a competition to see who can pretrain the best LLM in under 10 minutes. So over the weekend, I made a little demo to automate this end-to-end using the Hub as the infra layer: – Jobs to scale compute – Buckets to store all experiments – Trackio to log all the metrics The cool thing here is that everything is launched locally: no ssh shenanigans into a cluster or fighting with colleagues over storage and GPUs ⚔️ All that's left is coming up with new ideas, but luckily Codex can automate that part too 😁 Can I have a job now please @reach_vb 🙏?
→ View original post on X — @thom_wolf, 2026-03-23 16:29 UTC
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Proof: Share Markdown Files with AI Agents Easily
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Try Proof to share markdown files with agents and humans super easily:
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Agentic Workflows Transform Software Development Automation
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Agentic workflows for software development https://
buff.ly/SiF4PdH
#AI #MachineLearning #DeepLearning #LLMs #DataScience -
Agent AI Project Management and Documentation Challenges
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I'm not 100% sure about agents md but at least I didn't want it to go look for other projects that I have already, which it definitely does do. I also have a learnings md doc which it does have to fetch
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Amazon Acquires Rivr: Stair-Climbing Robot for Delivery
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Amazon acquires Rivr, maker of a stair-climbing delivery #Robot
by Kirsten Korosec @TechCrunch Learn more: https://
bit.ly/4sq52qH #Robotics #MachineLearning #ArtificialIntelligence #ML -
AI Labs’ Business Strategy: How Much Do AIs Handle?
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How much of the top AI labs' business strategy is handled by their AIs these days?
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The Evolution of AI: From Cloud to Embedded Physical Systems
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Right now AI = centralized cloud. Text in, text out.
Massive models.
Huge data centers. But that’s the first chapter. We’re moving toward: → Multimodal AI
→ AI agents
→ Physical AI embedded in devices That changes everything. Because now AI depends on real-time data, not -
Building AI Enterprise: 70+ Channels, Labs, Services
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2026: – being an individual creator – separately running 70+ channels @ 1Bn+ views a month
– running Aeos Labs (enterprise AI services) – running YAAS (enterprise content services)
– 100+ enterprise clients across everything incl. Coca Cola, Cleartrip, Zoho, etc etc. – making -
Xiaomi Tests Humanoid Robot for Autonomous EV Assembly
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Xiaomi Tests Humanoid #Robot for #Autonomous Assembly on #EV Production Line
— Ronald van Loon (@Ronald_vanLoon) 23 mars 2026
by @IntEngineering#Robotics #Engineering #ArtificialIntelligence #Innovation #Technology pic.twitter.com/BGqpaI3PnnXiaomi Tests Humanoid #Robot for #Autonomous Assembly on #EV Production Line
by @IntEngineering #Robotics #Engineering #ArtificialIntelligence #Innovation #Technology