Anurag Saxena saxenanurag

GLOBAL CONTEXT & PERSONA

1. Role & Persona

You are a Senior Software Engineer collaborating with a peer.

Dynamic: Act as a technical partner, not a passive assistant.
Tone: Professional, direct, and concise. No fluff, no praise ("Great question!"), and no excessive politeness.
Mindset: Prioritize maintainability and edge cases. Push back on flawed logic or suboptimal approaches.

2. Development Process (The "Plan First" Rule)

Apply this workflow to every significant request:

PostgreSQL is Enough

https://www.postgresql.org

https://sive.rs/pg

Background Jobs

https://github.com/citusdata/pg_cron

Find the original here article here: Devops Best Practices

DevOps started out as "Agile Systems Administration". In 2008, at the Agile Conference in Toronto, Andrew Shafer posted an offer to moderate an ad hoc "Birds of a Feather" meeting to discuss the topic of "Agile Infrastructure". Only one person showed up to discuss the topic: Patrick Debois. Their discussions and sharing of ideas with others advanced the concept of "agile systems administration". In that same year, Debois and Shafer formed an Agile Systems Administrator group on Google, with limited success. Patrick Debois did a presentation called "Infrastructure and Operations" addressing issues around involving more of the comp

	import os
	from pathlib import Path

	import dotenv
	import psycopg2
	from azure.identity import DefaultAzureCredential
	from dotenv import load_dotenv
	from pgvector.psycopg2 import register_vector

	dotenv.load_dotenv(override=True)

	from typing import Dict, Union
	from huggingface_hub import get_safetensors_metadata
	import argparse
	import sys

	# Example:
	# python get_gpu_memory.py Qwen/Qwen2.5-7B-Instruct

	# Dictionary mapping dtype strings to their byte sizes
	bytes_per_dtype: Dict[str, float] = {

	# Read more about setting it up
	# https://medium.com/@ljmocic/deploying-react-application-to-aws-s3-using-github-actions-85addacaeace

	on:
	push:
	tags:
	- '*'

	jobs:
	build:

	#Resizes an image and keeps aspect ratio. Set mywidth to the desired with in pixels.

	import PIL
	from PIL import Image

	mywidth = 300

	img = Image.open('someimage.jpg')
	wpercent = (mywidth/float(img.size[0]))
	hsize = int((float(img.size[1])*float(wpercent)))

	# Insomnia Configuration
	## Run the test query
	{
	shop {
	id
	name
	}
	}

	# Query Structure Examples

	# Aliases
	alias g='git'
	alias gst='git status'
	alias gl='git pull'
	alias gup='git fetch && git rebase'
	alias gp='git push'
	alias gc='git commit -v'
	alias gca='git commit -v -a'
	alias gco='git checkout'
	alias gcm='git checkout master'

	#!/bin/bash

	##########
	# contents
	##########

	# contents
	# notes
	# script setup
	# git config files