
Pushing to production on Fridays | Building @OptiqData 👨🏽💻📊📈🇺🇸
California
Joined May 2011
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Ben Horowitz on Databricks CEO Ali Ghodsi: "You just don't get this good of a market opportunity with this good of an entrepreneur. That's the rarest of rare things."
Despite surpassing a $7 billion run rate and growing 80% year over year, Databricks might be the most under the radar story in Silicon Valley.
Three years ago, every interaction on Databricks involved a human. Today, the company is seeing more queries from agents than people.
Ali believes AGI is already here. Yet inside most companies today, AI still isn't trusted to reliably update records in Salesforce.
"AI does not have an intelligence problem," Ali explains. "It has a context problem."
Even the smartest human would be all but useless without access to the company's data, permission to act, feedback, or the knowledge in other employees' heads. Ali's answer is what he calls a "system of record for agents."
But the bigger question is how agents will change the firm itself.
85 years ago, James Burnham's The Managerial Revolution described how a small class of professional managers centralized the decision-making inside of companies. Today, thanks to a new wave of technology, the craft practitioners at the front lines are regaining responsibility again. The irony is that the decline of managerialism may look more like everyone becoming a manager.
In this issue of Profiles of the Future, @bhorowitz and @mikemcg0 explain how seven Berkeley academics built Databricks, and why it will power the future of the firm: a16z.news/p/databricks-and-t…
Over 230k returned now in City of Los Angeles. We're probably somewhere around like 20%-25% of what final turnout will ultimately look like?
Cole Patterson📊 retweeted
2026 General Election Ballot Return Update:
CITY OF LOS ANGELES
231.7K Returned
10.4% Turnout
Registered: D+40
Returned: D+48
Share of returns:
Dem: 64.3%
Rep: 15.9%
Oth: 19.8%
3.1M statewide returned now on the tracker. More still coming in from weekend, but all 58 counties are on the map now.
Using day 9 as the comparison point since most of the ABEV dates are marked as yesterday and prior:
Dem returns - highest share of the last three generals
Rep returns - lowest share of the last three generals
SOS reported 3.2M as of yesterday, so likely to see a big jump tomorrow and from here on out. Probably around 20–25% of the eventual electorate (unless we're in for a big one!).
Cole Patterson📊 retweeted
2026 General Election Ballot Return Update:
California Statewide
3.1M Returned
13.5% Turnout
Registered: D+20
Returned: D+21
Share of returns:
Dem: 50.4%
Rep: 28.9%
Oth: 20.7%
Cole Patterson📊 retweeted
Great overview of the current state of play around the 2026 midterm elections from @SpeakerMcCarthy. bloomberg.com/news/videos/20…
Cole Patterson📊 retweeted
2026 General Election Ballot Return Update:
US CONGRESSIONAL 6
54K Returned
11.7% Turnout
Registered: D+8
Returned: D+13
Share of returns:
Dem: 46.2%
Rep: 32.9%
Oth: 20.9%
Cole Patterson📊 retweeted
2026 General Election Ballot Return Update:
US CONGRESSIONAL 22
22.9K Returned
7.2% Turnout
Registered: D+16
Returned: D+16
Share of returns:
Dem: 48.9%
Rep: 32.7%
Oth: 18.4%
Cole Patterson📊 retweeted
2026 General Election Ballot Return Update:
US CONGRESSIONAL 1
60K Returned
13.1% Turnout
Registered: D+10
Returned: D+18
Share of returns:
Dem: 49.9%
Rep: 32.0%
Oth: 18.1%
Cole Patterson📊 retweeted
2026 General Election Ballot Return Update:
US CONGRESSIONAL 13
24.4K Returned
7.1% Turnout
Registered: D+14
Returned: D+15
Share of returns:
Dem: 48.3%
Rep: 33.2%
Oth: 18.5%
Cole Patterson📊 retweeted
2026 General Election Ballot Return Update:
CITY OF SAN FRANCISCO
45.7K Returned
8.5% Turnout
Registered: D+55
Returned: D+57
Share of returns:
Dem: 66.3%
Rep: 9.6%
Oth: 24.0%
Cole Patterson📊 retweeted
2026 General Election Ballot Return Update:
CITY OF LOS ANGELES
157.2K Returned
7.1% Turnout
Registered: D+40
Returned: D+48
Share of returns:
Dem: 63.9%
Rep: 16.1%
Oth: 20.0%
Cole Patterson📊 retweeted
2026 General Election Ballot Return Update:
US CONGRESSIONAL 48
68K Returned
14.7% Turnout
Registered: D+5
Returned: D+7
Share of returns:
Dem: 43.2%
Rep: 36.2%
Oth: 20.5%
Been getting some good questions and feedback from those using the @CiviqData ABEV tracker.
I put together a few tips and tricks for those who love exploring the latest return trends on our free tool🧵























