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Hi beforeolives—

I like your breakdown, and I've observed similar things in my experience as an engineering focused data person! I've had many discussions with my colleagues about how to manage effectively these different blends of roles and skills.

I'm looking for someone for an engineering type of data role right now. Is there a way to get in touch with you about it?

Our product helps companies listen to their customers by unifying natural language feedback across various channels, applying signals using various natural language modeling techniques, then aggregating them to help teams deliver better outcomes using more relevant information.

Hope to hear from you (brandon at frame.ai) :)

edit: forgot to share agreement for your breakdown

We are agreeing that NYC is not at a moment of urban collapse. The processes that drives away the tax base includes policies and social and market forces that erode the city's effectiveness as a sustaining economic and social hub.

The 1960s and 1970s crisis had a lot to do with the end of NYC's industrial epoch. Suburban development and globalization eliminated manufacturing and pulled workers and residents out of the city. The recovery of NYC was bringing high-value services, retail, and tourism back along with arts and culture.

In the time since, NYC has become increasingly a luxury experience, which is indeed part of its strength but also its weakness, since it accelerates decline when people can up and leave without having roots.

>Instead, what kills cities is a long period in which their leaders fail to reckon honestly with ongoing, everyday problems—how workers are treated, whether infrastructure is repaired. Unsustainable, unresponsive governance in the face of long-term challenges may not look like a world-historical problem, but it’s the real threat that cities face.

The feels correct to me.

I lived in New York City for 15 years. Until last year. I've thought about this theme all year. Decades of policy supporting foreign investment and developer speculation gutted the chance for even affluent upper middle class New Yorkers to afford housing and setup a home base, and so many left. The situation has been incomparably more challenging for low income residents.

I agree the urban collapse meme is much easier to spread than a thoughtful discussion about policy and priorities and how to balance the economic strength of a city's major players with the daily priorities of everyday citizens. I hope the New York remainders shift priorities and initiate a different kind of prosperous era than the one I got to enjoy.

At Frame.ai, we are using both PostgreSQL and faiss (and other tools) in our stack to do several different kinds of inference tasks on semantic representations of text to help companies understand and act on customer chats, emails, and phone call transcripts.

We've frequently had the same dream of adding more native support for nearest-neighbor type queries, since that is the workhorse of so many useful techniques in the modern NLP stack.

Right now, we have lots of dense vectors stored in massive toast tables in PG. It's faster to fetch them rather than recompute them, especially since there are a number of preprocessing steps that limit what we pay attention to.

The discussion here about full text search versus semantic search is interesting. In our experience, both are highly relevant. Sometimes it's most useful for our customers to segment their conversation data by exact text matches, and other times semantic clustering is most effective. I think there's plenty of reason to offer both kinds of capabilities.

It's built into the inbox view, so GMail is extracting the action from the message content and placing a button on the row element. Sorry if that wasn't clear from my initial post.

GMail seems to have opened a vector to amplify dark patterns by placing action buttons on messages. My least favorite is the LinkedIn accept invitation button, which I've clicked now several times by accident because I've spent years using GMail without it taking actions like opening GitHub PRs and accepting LinkedIn invites.

I can't find a way to disable this feature. Does anybody know how?

For query plans using a sort node, there can be a major difference in performance depending on the row width.

Your response highlights a good idea to mitigate the risk I was trying to highlight in mine.

They want to have a rapid response path (little to no delay using staging envs) to respond to emergencies. The old SOP allowed all releases to use the emergency path. By not using it in the SOP anymore, I'd be concerned that it would break silently from some other refactor or change.

Your notion is to maintain the emergency rollout as a relaxation of the new SOP such that the time in staging is reduced to almost nothing. That sounds like a good idea since it avoids maintaining two processes and having greater risk of breakage. So, same logic but using different thresholds versus two independent processes.

Appreciate the detail here. It's a great writeup. Wondering what folks think about one of the changes:

  5. Changing the SOP to do staged rollouts of rules in
     the same manner used for other software at Cloudflare
     while retaining the ability to do emergency global
     deployment for active attacks.

One concern I'd have is whether or not I'm exercising the global rollout procedure often enough to be confident it works when it's needed. Of the hundreds of WAF rule changes rolled out every month, how many are global emergencies?

It's a fact of managing process that branches are liability and the hot path is the thing that will have the highest level of reliability. I wonder if anyone there has concerns about diluting the rapid response path (the one having the highest associated risk) by making this process change.

edit: fix verbatim formatting

The other part of this story I did not see mentioned is that I suspect that password expiration also makes organizations more vulnerable to social engineering hacks because legitimate users (I have done this) become locked out due to poorly managed password expiration, then have to call in to restore access. The use of insecure identity and authentication mechanisms like student IDs and security questions is a recipe for abuse.

Good riddance to password expiration.

Pick up some data sheets for IC parts that might be useful in a system you'd like to design. These are published by the manufacturer, and they contain a lot of design requirements about how to layout properly a PCB and some about the theory of operation of the parts. You can piece together a lot of practical information this way.