Kaustubh Sule
@kaustubh
Investment Manager, Amateur writer, fitness enthusiast
Kaustubh Sule
@kaustubh
Investment Manager, Amateur writer, fitness enthusiast
The sources of alpha can be segmented into four key areas:
Information: The advantage of possessing data that others do not.
Processing: The capacity to interpret and analyze data more effectively than others.
Modeling: The ability to design superior mathematical models that reflect market patterns and behaviors.
Speed: The advantage of acting quicker
implementation and modelthinking
.implementation .modelthinking
Steps would be the following:
Start with a Central Idea:
• Begin your mind map with a core concept, like a company name or an industry.
Branch Out Naturally:
• From this center, draw main branches for major categories (e.g., business, competitive advantage, etc.).
• Each branch can then split into sub-branches.
Use Keywords and Images:
• Replace lon
What happens next
The AI agent race won’t be decided by who has the smartest models. It’ll come down to who can get the most context in the interface that users are willing to switch to or already use.
I hate to say this, but the interface dynamic, once again, favors big tech. Because the previous paradigm in Silicon Valley rewarded applications like Meta and Google that aggregated attention, and those same aggregators are the ones that are heavily investing in AI agents now, it is going to be hard for startups to break through. Not impossible! B
... See moreWith the release of Operator, two new dimensions of agents were thrown into sharp relief:
36Kr: Developing LLMs might be an endless endeavor. Does the cost concern you?
Liang Wenfeng: Innovation is expensive and inefficient, sometimes accompanied by waste. That's why innovation only emerges after economic development reaches a certain level. In
from startup companies to communication protocols. As he wrote in “The Greatest Game“: When creating new technology companies, a framework I use to understand if something has an ability to win is ‘the 10x advantage’.
Meaning that, unless a new company (the challenger) can deliver a 10x advantage to the market, it has no chance of creating escape ve
... See moreWelcome to the post-training era for startups
Training LLMs can be divided into two major phases: pre-training and post-training. The pre-training phase is an extremely expensive process that involves training a general model from a large corpus of data. Even in the case of DeepSeek, a single run of training costs $6 million, while it’s estimated th
... See more