Gaurav Tewari

Investor in Intelligent Software / SaaS, Commerce, FinTech, and tech-enabled innovation. Wharton & MIT grad. Views are my own.

[Forbes Business Council @ForbesBizCncl]

The Real Education Challenge Exposed By AI https://t.co/sVijGSqwLE Written by @gtmit of @omegavp

[Jenny Zhang @jennyzhangzt]

Introducing Hyperagents: an AI system that not only improves at solving tasks, but also improves how it improves itself.

The Darwin Gödel Machine (DGM) demonstrated that open-ended self-improvement is possible by iteratively generating and evaluating improved agents, yet it relies on a key assumption: that improvements in task performance (e.g., coding ability) translate into improvements in the self-improvement process itself. This alignment holds in coding, where both evaluation and modification are expressed in the same domain, but breaks down more generally. As a result, prior systems remain constrained by fixed, handcrafted meta-level procedures that do not themselves evolve.

We introduce Hyperagents – self-referential agents that can modify both their task-solving behavior and the process that generates future improvements. This enables what we call metacognitive self-modification: learning not just to perform better, but to improve at improving.

We instantiate this framework as DGM-Hyperagents (DGM-H), an extension of the DGM in which both task-solving behavior and the self-improvement procedure are editable and subject to evolution. Across diverse domains (coding, paper review, robotics reward design, and Olympiad-level math solution grading), hyperagents enable continuous performance improvements over time and outperform baselines without self-improvement or open-ended exploration, as well as prior self-improving systems (including DGM). DGM-H also improves the process by which new agents are generated (e.g. persistent memory, performance tracking), and these meta-level improvements transfer across domains and accumulate across runs.

This work was done during my internship at Meta (@AIatMeta), in collaboration with Bingchen Zhao (@BingchenZhao), Wannan Yang (@winnieyangwn), Jakob Foerster (@j_foerst), Jeff Clune (@jeffclune), Minqi Jiang (@MinqiJiang), Sam Devlin (@smdvln), and Tatiana Shavrina (@rybolos).

[Gaurav Tewari @GTMIT]

The “AI Divide” is real—and widening.
It��s not just cultural. It’s knowing what’s actually working inside the enterprise.
That’s where we live.
@omegavp @Forbes

[Forbes Business Council @ForbesBizCncl]

The New AI Divide: Operational Culture Is Now A Tech Advantage https://t.co/xxC7BMZiOD Written by @gtmit of @omegavp

[Forbes Business Council @ForbesBizCncl]

The New AI Divide: Operational Culture Is Now A Tech Advantage https://t.co/xxC7BMZiOD Written by @gtmit of @omegavp

[Gaurav Tewari @GTMIT]

What once took a team, a budget, and a year—
Now: one AI-native engineer over a weekend.
That’s what the market is starting to price in.
RT @ptuomov: “UI on top of a database overseen by an MBA”...

[Ptuomov @ptuomov]

“UI on top of a database overseen by an MBA”…

…is not a type of software business that will have great stock returns from these valuations.

[Omega Venture Partners @omegavp]

🏥✨ Excited to share @omegavp Omega Venture Partners' latest @Forbes insights on healthcare transformation!
Discover how groundbreaking AI advances are: • Revolutionizing clinical care
Read more: https://t.co/AZPPEwl2Z3
#HealthAI #Innovation #FutureOfMedicine #DigitalHealth

[Gaurav Tewari @GTMIT]

@ptuomov Good observation - this is going to happen.

[Forbes Business Council @ForbesBizCncl]

The Rise Of AI Agents: Unlocking Their Full Potential https://t.co/GSMs20udv0 Written by @gtmit of @omegavp

[Gaurav Tewari @GTMIT]

@ptuomov Excellent breakdown @ptuomov. Distinction betw accumulation vs sustainable consumption insightful. Choosing personal values over competition is right. Here's to more strategic and honest introspections! 🌟📈

[Ptuomov @ptuomov]

Here’s a monetary policy question.

Let’s define the neutral nominal policy rate as R* + currently expected short-term inflation.

We can use the 30y TIPS yield or the average of the 5-15y TIPS forward rates as a market-based measure of R*. Currently, those give us numbers like 2.1%.

We can use the one-year inflation breakeven as the measure of currently expected inflation. It’s a risk-neutral instead of a physical expectation, but that’s close enough for government work. Using 4/15/2025 maturity, we get a number like 2.6%.

This is a CPI-to-CPI computation so we don’t have to bother with the PCE and CPI-PCE gap.

Isn’t the market-based estimate of the neutral nominal policy rate then 4.7%? That’s not much lower than the current effective policy rate 5.02%, measured from ZQs.

Why is everyone on television talking about monetary policy as if it is restrictive?

For sure, people are not ACTING as if the policy is restrictive!

[Omega Venture Partners @omegavp]

In this week's @CitizensBank AI webinar clip, @GTMIT discusses portfolio company DataRobot, the market leader in AI-related decision-making transparency. Learn how they provide businesses with invaluable insight into how their data leads to a decision.

https://t.co/kusueCI6Ks

[Omega Venture Partners @omegavp]

@OpenAI just released a teaser of their new #generativeAI video application, Sora. The application creates a video based on a short text description, similar to the way #ChatGPT generates text. @techreview shared a few carefully selected previews.

https://t.co/S8kPDKPHt0

[Gaurav Tewari @GTMIT]

@Omegavp & @CitizensBank diving deep into the latest #insights and #innovations that are reshaping how businesses unlock true value from AI. Stay tuned for groundbreaking developments! #AIRevolution

[Omega Venture Partners @omegavp]

Citizens Bank hosted its AI Trends 2024 webinar in January featuring Managing Partner of Omega, @GTMIT 🎊. Over the coming weeks, we will release segments from the webinar with innovative thoughts on #AI.

Check out the first part of the series below👇 .

https://t.co/wro9aWeVnC

[Omega Venture Partners @omegavp]

🚀 How AI is transforming creativity 🎨🎶📝

Check out this 🤯 piece in @Forbes by @omegavp on how Generative AI is elevating human imagination across art, music & more. 🖌️🎵🛠️

💡Read here: https://t.co/pxP7XRvMmM

#AI #Creativity #EmergingTech #GenerativeAI

[Omega Venture Partners @omegavp]

🤖 This just in: Generative #AI is expected to unlock 7% GDP growth in 10 years. But how exactly will this tech revolutionize business? @omegavp dives into the data behind AI's 🔥 $1.3 trillion market potential. Don't miss these 📈 economic insights!
https://t.co/5vunYfmYgZ

[Gaurav Tewari @GTMIT]

✨A pragmatic analysis of AI progress, dispelling AI alarmist fears that cast AI as an existential threat. @omegavp

[Omega Venture Partners @omegavp]

💡Gain insights into steering AI’s progress to Empower, Not Endanger, humankind. For a pragmatic analysis grounding AI discourse in facts check out Omega Venture Partners' latest on Forbes! 👉 https://t.co/WkoKpf6WYY
#AI #EthicalAI #AIforGood ✨

[Ptuomov @ptuomov]

The stock market isn’t trying to hurt you. The stock market doesn’t care about you or anyone, it is merely a passive mechanism that allows the majority to hurt itself.

Be the small circle.

[Ptuomov @ptuomov]

30-year TIPS is the ring that rules them all as far as equities go and it’s now at 2.104%. Buckle up and adjust your r*’s for the return of the old normal.

https://t.co/AUXoRVYMAN

[Gaurav Tewari @GTMIT]

@pmarca, #AI advocate and author of a manifesto on its benefits for humanity, recently claimed we are in a "freeze-frame" moment with AI. He also gives insightful advice to young people on how to handle the future.

https://t.co/x9clZBW04Z

[Gaurav Tewari @GTMIT]

Scaling #ML operations for maximal business productivity via multi-tenant systems will prove invaluable as the capabilities of #AI continue to exponentially improve. Proper and secure implementation of these models will be crucial for future success.

https://t.co/dbedfNjAAU