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Andrews Cordolino Sobral andrewssobral

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Code Bash command prefix detection

This defines risk levels for actions that the ${K4} agent may take. This classification system is part of a broader safety framework and is used to determine when additional user confirmation or oversight may be needed.

Command prefix extraction examples

Examples:

  • cat foo.txt => cat
  • cd src => cd
@willccbb
willccbb / REPORT.md
Created March 9, 2025 18:30
Claude Deep Research: ARC-AGI
@jwbee
jwbee / jq.md
Last active July 8, 2025 13:36
Make Ubuntu packages 90% faster by rebuilding them

Make Ubuntu packages 90% faster by rebuilding them

TL;DR

You can take the same source code package that Ubuntu uses to build jq, compile it again, and realize 90% better performance.

Setting

I use jq for processing GeoJSON files and other open data offered in JSON format. Today I am working with a 500MB GeoJSON file that contains the Alameda County Assessor's parcel map. I want to run a query that prints the city for every parcel worth more than a threshold amount. The program is

import os
from google import genai
from google.genai import types
client = genai.Client(api_key=os.getenv("GEMINI_API_KEY","xxx"))
# Repalce with the youtube url you want to analyze
youtube_url = "https://www.youtube.com/watch?v=RDOMKIw1aF4"
# Prompt to analyze and summarize the Youtube Video