Justin Singer
justin-singer.org
Justin Singer
@justin-singer.org
caliperholdings.com / tryripple.com. Telecom law > big data startups (IA Ventures) > cannabis edibles (Ripple x Ript). For consumer protection; against consumer fraud. Actual human being.
Reposted by Justin Singer
When cameras are installed, they issue many violations in the first month, followed by a steep decline in the second month. This suggests that the cameras effectively deter speeding by changing underlying driver behavior rather than relying on sustained revenue extraction.
December 8, 2025 at 8:19 PM
Reposted by Justin Singer
NYC’s speed cameras are remarkably lenient: violations carry a flat $50 fine with no points (compared to hundreds of dollars and 3-11 points for police-issued tickets). They are also limited to school zones. Even so, we observe large safety benefits. 🧪 www.pnas.org/doi/abs/10.1...
Can speed cameras make streets safer? Quasi-experimental evidence from New York City | PNAS
Each year, approximately 40,000 people die in vehicle collisions in the United States, generating $340 billion in economic costs. To make roads saf...
www.pnas.org
December 8, 2025 at 8:11 PM
Or, hear me out, we could mandate ignition interlock devices for 1/10,000th the cost and achieve similar effects on the whole.

This is the type of problem cost/benefit analysis was made for, yet everyone behaves like the only useful improvement is the one that costs a trillion dollars to execute.
December 2, 2025 at 1:55 PM
Sort of, in the same way that people seem not to understand the things that their salary depends on them not understanding. If people accepted that LLMs are more mirrors than windows, that would obligate them to change their behaviors in ways they just don't want to.
November 20, 2025 at 4:44 PM
There's a version of Gell-Mann amnesia propelling the "what jobs will AI replace" discourse. Predicting whether a tool you (maybe) understand will replace a job you don't understand at all is obviously a ridiculous and unserious exercise. And yet...
November 10, 2025 at 7:37 PM
The internal term for this is Juicing the Metrics. Nudge taught a whole generation of PMs the power of hijacking a default behavior.
November 10, 2025 at 7:24 PM
I've always loved the phrasing, "why should I be bothered to read what you couldn't be bothered to write?"
November 4, 2025 at 7:22 PM
But why deny yourself?
October 25, 2025 at 1:14 AM
Whole development cycles have been lost to the AI fever dreams of investors, with nary a true customer request driving the roadmap.
October 6, 2025 at 7:22 PM
As a CEO, I push my team *away* from AI at every opportunity. Some of that is because as a customer, I feel abused by AI platforms. I've spent four years building on Retool, for instance, and I'm ready to leave because a year ago they traded bug squashing for agent building and it's all gone to shit
October 6, 2025 at 7:21 PM
I don't know how to convince well-meaning parents that elementary school education is not destiny (even college isn't!), but I do know that catering to their insecurities is a bad way to go about improving their kids' education.
October 2, 2025 at 7:02 PM
I'm a product of "gifted" education and I sat down with my (now 2nd grade) "gifted" kids' teachers in Kindergarten and explicitly asked them to focus on social and emotional learning, because curiosity would take care of the rest. Kids (especially gifted kids) need to learn to be humans first.
October 2, 2025 at 7:00 PM