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This is really tough in a large organization with features that cross across product domains.


Yeah, you'll definitely want to set things like `max_standby_streaming_delay` and friends to ensure things are bound correctly.


Gotta say, I love using PGDog. It has some fantastic built in features, and I'm looking forward to testing out the improved query parser. Lev and the team are heroes.

At the scale we were using PGDog, enabling the previous form of the query parser was extremely expensive (we would have had to 16x our pgdog fleet size).


That's the experimental feature I was talking about! :)

Thank you so much for the kind words!


I totally agree. I love watching a small set of animated films over the holidays in time order to really see the technical progress. It's especially fun to go from something nostalgic I loved as a kid, to something I can really see the technical underpinnings of today.


That may be true now, but think about how far we've come in a year alone! This is really impressive, and even if the models don't improve, someone will build skills to attack these specific scenarios.

Over time, I imagine even cloud providers, app stores etc can start doing automated security scanning for these types of failure modes, or give a more restricted version of the experience to ensure safety too.


There's a fallacy in here that is often repeated. We've made it from 0 to 5, so we'll be at 10 any day now! But in reality there are any number of roadblocks that might mean progress halts at 7 for years, if not forever.


Even if progress halts here at 5, I think the programming profession is forever changed. That’s not hyperbole. Claude Code— if it doesn’t improve at all— has changed how I approach my job. I don’t know that I like this new world, but I don’t think there’s any going back.


This comment addresses none of the concerns raised. It writes off entire fields of research (accessibility, UX, application security) as Just train the models more bro. Accelerate.


Both accessibility, and application security are easier to build rules + improved models for because they have pretty solid constraints and outcomes. UX on the other hand is definitely more challenging given how much of it isn't quite codified into simple rules.

I didn't write off an entire field of research, but rather want to highlight that these aren't intractable problems for AI research, and that we can actually start codifying many of these things today using the skills framework to close up edges in the model training. It may not be 100% but it's not 0%.


I wouldn't be surprised if this paves the way for differing insurance rates on health markers given how magical glp-1s seem to be, and how much of modern disease is based on lifestyle factors.


a lot of the gen1 users will likely swap over to it though. They basically have dropped improvements for gen1 autonomy which is rug-pullish :(


One other thing I think it misses, is how easy it is to navigate a massive code base because everything looks the same. In a large team, this is crucial and I value the legibility over cleverness (I really dislike meta programming).

Really the only thing I found difficult is finding the concrete implementation of an interface when the interface is defined close to where it is, and when interfaces are duplicated everywhere.


I don't see a world where there is such a catastrophic failure, unless someone comes up with a significantly more efficient architecture.

We're barely scratching the surface of the utility of LLMs with today's models. They aren't more pervasive because of their costs today, but what happens if they drop another order of magnitude with the current capabilities?


Ok, the victorian lock puzzle game is pretty damn cool way to showcase the capabilities of these models. I kinda want to start building similar puzzle games for models to solve.


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