I think there are roughly four groups. Domain experts that weren’t developers can now do 20x what they did before. Developers who can now develop harder. Those unwilling to try who will get dusted by the first group. And new entrants into the workforce that can become ai experts but risk having nobody to teach them to become domain experts. That’s going to be a real problem someday and someone should be working on it.
One article on valuation and now I'm getting a lot of "Someone at Bison IV Oil & Gas viewed your profile". I suppose my number was low compared to their leaked Hart Energy one.
Professor Omar Yaghi, a chemist at the University of California, Berkeley and winner of the 2025 Nobel Prize in Chemistry, has developed an innovative atmospheric water generator capable of producing up to 1,000 liters of clean drinking water per day directly from dry air.
Using reticular chemistry and advanced metal-organic frameworks (MOFs), the system efficiently captures moisture even in arid desert conditions with very low humidity. The compact, shipping-container-sized units developed by Yaghi’s company, Atoco, operate entirely off-grid using only ultra-low-grade ambient thermal energy or sunlight, requiring no electricity from the grid.
This sustainable technology offers a promising alternative to energy-intensive desalination plants, which often harm marine ecosystems through brine discharge. It is particularly valuable for remote communities, drought-prone regions, and areas affected by natural disasters such as hurricanes in the Caribbean, where centralized water infrastructure may fail.
Yaghi’s personal experience growing up with water scarcity in a refugee community in Jordan has deeply influenced his work. He advocates for scaling decentralized, resilient solutions to address the global water crisis through scientific innovation.
[Atoco official website and related coverage in Interesting Engineering, Food & Wine, and Nobel Prize announcements (2025–2026)]
Umm, ok, am I crazy, or is PDP value on DVN only like 3+ Billion or so at flat 3.5? They should accept that offer TODAY and we should chastize Stone Ridge for making such a ridiculous offer.
You won a one-month vacation to the Delaware Basin, but here's the catch: you have to stay in the same region with no zyn, no jerky, no Monster. What are you picking?
Proud of this one.
We shipped a new Institutional Holdings API.
This data comes from 13F filings, which is a nightmare to parse at scale.
You must normalize tons of data.
Funds will report "BERKSHIRE HATHAWAY", "BRK", "BRK.A", and the CUSIP across different positions.
Resolving these to a canonical security requires a reference → CUSIP → ticker map that is correct both today and historically.
You need to track ticker changes, splits, and M&A activity, which breaks the majority of vibe coded approaches.
Also, there is a ton of data: your DB table will easily exceed 1B rows if done right.
We solved it @findatasets. It's now 1 API call.