yep, I belong here on HN, haha!

This is my experience as well. It gets worse when the LLMs have strong priors in subject matter adjacent to your novel work. The generated output will incorrectly pull towards things the LLM has seen in it’s training data.

I'm working on leveraging NLP and LLM techniques to create a geometry over the discrete space of Ethereum transaction execution structure. (sorry... it's a bit of a mouthful)

https://www.chaingenius.ai

The goal is to find on-chain structural anomalies, as well as seeing if clustering by behavior has emergent semantic properties

I think i know where you're going with it, but what is the Why for the semantic properties? Is it to characterize a given address, predict behavior?

Is this still true?

You may be thinking of Litestar (previously named Starlite) that was based on Starlette akin to FastAPI but then went their own direction implementing a framework rather than relying on an upstream for their core product.

..And?

FastAPI depends on "starlette>=0.46.0"

And? It's a non-sequitur to my comment.

Yes, it's literally the first bullet point on the project's website.

Fine tuning Gemini 2.5 flash on EVM Blockchain execution structures and using perplexity with PageRank to perform transaction anomaly detection. https://lite.chaingenius.ai/theory

[SMILES](https://en.wikipedia.org/wiki/Simplified_Molecular_Input_Lin...) or [SELFIES](https://resources.wolframcloud.com/PacletRepository/resource...), but for EVM Blockchain executions.

Odd seeing this right now for me. I recently implemented a 6NF schema for parsed XBRL files from EDGAR. The architecture was the right call... too bad the data is not useful for analytics.

What? No love for Perl scripts in cgi-bin/ ?

In today's world of stupidly fast CPUs and IO a CGI program can be surprisingly performant and effective.

I moved from pip to poetry a while back, but was introduced to uv recently while working on MCP stuff. I now use uv for everything and haven’t looked back.

What made you switch from poetry?

It's coming...

The use case for pg-mcp is server deployment - local running is just for dev purposes. HTTP/SSE enables multiple concurrent connections and network access, which stdio can't provide.