Training an ML model is one thing, but getting it deployed is another.
In this guide, @N11615Naik teaches you how to take a spam classifier and run it serverlessly so it scales automatically.
Along the way he covers packaging, endpoints, and handling real-time predictions.
https://t.co/Cf85J2JSvV
BOT: Public Market Access to Private Robotics Companies
Introducing RoboStrategy:
RoboStrategy, Inc. (Nasdaq: BOT) is a closed-end management investment company providing concentrated exposure to robotics and physical AI.
The fund is designed to give public market investors exposure to a portfolio that aims to include the most promising private, pre-IPO, and public robotics and physical AI companies. It bridges a structural gap between where robotics innovation is occurring (largely in private markets) and where most investors can access exposure (public markets).
The fund seeks to provide investors with access to a sector that has traditionally been limited to venture capital, and aims to provide exposure to companies that may stay private for longer.
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The Core Insight
We believe the robotics industry is at an inflection point, with physical AI and robotics increasingly being applied to labor-constrained global industries such as manufacturing, logistics, and services.
According to the International Labor Association, labor accounts for approximately 52% of global GDP.¹ According to Statista, global GDP in 2025 was $118T.² This represents an implied global labor market size of roughly $60T.
At the same time, this labor base is increasingly constrained: Korn Ferry projects a global shortage of 85.2 million skilled workers by 2030, including a 7.9 million worker deficit in manufacturing alone.³ Deloitte and The Manufacturing Institute estimate the US could need 3.8 million new manufacturing workers by 2033, with 1.9 million of those roles at risk of going unfilled.⁴ Physical AI and robotics are emerging as a primary means of closing that gap.
While public markets currently offer indirect exposure to robotics through diversified technology companies, much of the value creation is occurring in private companies that remain inaccessible to most investors.
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Portfolio Focus
The portfolio focuses on what the fund believes are category-defining robotics and physical artificial intelligence innovators, including Figure AI, Apptronik, Dyna Robotics, Standard Bots, Dexmate, and other pioneers advancing autonomous systems, machine perception, and human-machine collaboration.
The managers of the fund seek to optimize returns by actively managing the portfolio and continuing to make new investments in leading private robotics companies.
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The Ambition
The fund's long-term goal is to grow into a significant public-market vehicle for robotics investing, providing public-market access to private innovation in the sector.
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Footnotes & Disclosure:
¹ International Labour Organization, World Employment and Social Outlook: May 2025 Update. https://t.co/PoHzmPVnMU
² Statista, Gross domestic product (GDP) in current prices worldwide. https://t.co/X0ptSOlBef
³ Korn Ferry, Future of Work: The Global Talent Crunch. https://t.co/jBuItWtAJj
⁴ Deloitte & The Manufacturing Institute, Taking charge: Manufacturers support growth with active workforce strategies, April 2024. https://t.co/eDmCd1XONK
RoboStrategy, Inc. (Nasdaq: BOT) is a closed-end fund registered under the Investment Company Act of 1940. This content is for informational purposes only and does not constitute investment advice or an offer to buy or sell securities. Investing involves substantial risks, including possible loss of principal. The fund invests in robotics, physical AI, emerging technologies, and private companies, which may involve heightened volatility, limited liquidity, valuation uncertainty, and concentration risk. References to portfolio companies are illustrative only, do not represent all investments made by the fund, and are not investment recommendations. Portfolio holdings are subject to change. Forward-looking statements are inherently uncertain. See the prospectus and SEC filings for additional information.
I will never get over people listening to others over themselves … well I do understand it .. it’s called insecurity … but man … if I can get just 7 people from this post to stop 🛑 that nonsense, today would be a great day❤️
Again getting advice and hearing wisdom from others is amazing but to actually live your life based on someone else’s view or strategy is nuts 🌰 when it doesn’t align with your intuition or pov or gut feeling … please Friends .. trust yourself .. because it’s a lot more fun to lose on your own advice ❤️
The crazy part about this video is that the video revolution on social media and the internet itself is still just getting started, which is crazy because this is 20 years in the making for me. Yet someone who watches this video right now will start their journey and still be able to accomplish all the hopes and dreams they have for:
- personal brand building
- helping their business grow
- creating opportunities that will change multiple generations in your family
Friends, please understand what's happening on YouTube for long-form video and on all the social networks for short-term video. If you have a passion or knowledge about a subject matter, start making videos. Believe it or not, you are not too late
Today, we're announcing the launch of @NVNM_Chain : a blockchain purpose-built for AI Agent accountability. That's it. That's all it does. But the problem it addresses could not be more important.
Everyone in the AI world is trying to control AI Agents from the model-side or with increasingly complex agentic frameworks. They're all doomed to fail for a very simple reason. There are infinite ways to be wrong, and there's only one way to be "right". So you have to anchor Ai-generated outputs to hard reality.
We've been working on this for years. Not only does blockchain-based attestation solve the Black Box problem, it also allows you to avoid centralizing your data, sending copies back and forth, and losing control of it. We've used the underlying technology to enable over $90 BILLION worth of assets to have real-time price discovery, using AI, 24 hours a day. Before that, these assets got valued once a year (at most).
Everyone is focused on a world that is adopting AI for the first time. And that's an important problem! But what happens when everyone else has AI too? How can you trust those systems to deal with each other? There will have to be an environment that controls those interactions. Otherwise it will be survival-of-the-fittest. A game no one wants to play.
So, we built NVNM Chain for an AI-enabled world; an agentic future. But the world changes faster than ever, and the future is NOW.
https://t.co/i7tQ2Dwb67
Tesla AI chip design engineering reviews are so great! Team is awesome.
Our AI6 chip might set a record for most amount of usable intelligence from a wafer when factoring in yield.
This is a super exciting release - Claude Fable 5 is the same underlying model as Mythos but with added safeguards. The benchmarks are great and it's SOTA on everything by a margin but I'll add that *qualitatively* also, this is a major-version-bump-deserving step change forward (imo of the same order as Claude 4.5 was in November), peaking especially for long problem-solving sessions on very difficult problems. You can give it a lot more ambitious tasks than what you're used to, the model "gets it" and it will just go, and it's never felt this tempting to stop looking at the code at all (but don't do this in prod!). The model still has quirks that people will run into and the safeguards are configured to be a little too trigger happy for launch, which can hopefully be tuned over time.
I feel a lot of things changing as working software increasingly comes out on a tap. The Jevon's paradox kicks in and I feel my own demand for software growing substantially. You can ask for anything - explainers, visualizers, dashboards, bespoke single-use apps (e.g. a full wandb that is hyper-specific just for your project), you can 10X your test suite, auto-optimize code, run giant research projects with custom HTML for the results, anything! "Free your mind" (Matrix ref). Really looking forward to all the things people build!
Introducing Claude Fable 5: a Mythos-class model that we’ve made safe for general use.
Its capabilities exceed those of any model we’ve ever made generally available.
Bitcoin has won. Global consensus is that $BTC is digital capital. The four-year cycle is dead. Price is now driven by capital flows. Bank and digital credit will determine Bitcoin’s growth trajectory. The biggest risk is bad ideas driving iatrogenic protocol changes.