@HarveyVogelmann

This is something I really wish I knew when I first started doing analysis and building with LLMs. A lot of agents default to CSV because it’s the first thing they think of and it doesn’t require dependencies (installing extra stuff on your computer). That’s fine for tiny tests, but it bloats out fast. Suddenly it’s gigabytes of outputs and analysis that takes forever. Ask your Hermes / Claude / Codex / agent this: ———— Search this repo for inefficient data storage and analysis artifacts. Where are we using CSV, JSON, giant logs, repeated recomputation, or uncompressed outputs when we should be using Parquet + zstd, NumPy arrays, memory-mapped arrays, packed integer artifacts, or precomputed scan packets? For each case, show: file/path current format approximate size why it is inefficient better format migration plan what should be added to .gitignore Use the project venv. Install any required inspection dependencies there. ————- Not using a venv yet? Make one first. In one workflow, this took me from ~30GB raw files → ~300MB Parquet → ~30MB packed scan packet. Analysis done around 100x faster on the same machine. One important thing: when you change formats, don’t just trust that it worked. Make the agent pick rows you know from the original data and prove the new outputs match exactly. Ask it to diff the old and new outputs. The optimization is not finished until it reaches parity. Parity just means the optimized version gives the same answer as the original version.

That time the pump fun hackathon contendor got a grant from Nvidia bigger than their mcap…. https://t.co/69AqYvLy4l

Somni coded

This guy @somnicore could be doing anything right now. He could be selling mysterious lab made lead powders as nootropics, or catfishing as AI onlyfans E-girls. He knows how to be viral and he knows how to market. But you know what he’s doing? Relentlessly posting kitten AI slop videos all day going viral AF on tik tok. Spreading eye bleach and positivity. This is literally what pump fun was made for (allegedly). This is the creator economy. Instead the solana trenches as a community have been paying 4% in bags fees and bothering devs who have open contempt for crypto til they finally accept six figs and nuke it into the LP? I don’t know… seems kinda short sighted. Maybe try rewarding someone using the system as it was envisioned to be? Someone who uses the attention economy and their powers for good? Be the change you want to see in the world. $somni

There's a lot of chatter on this tiktok video... if we go in reverse after bags meta back to tiktok meta... maybe there's a chance? ARJEX58aZuHTudPphhi7Mbu7XkoLDQcrtwByiEUspump