๐ Designing GenAI for Scale
Standard Redis caching fails with messy queries. I built a 3-layer pipeline to fix this:
1๏ธโฃ Regex: Strips noise.
2๏ธโฃ SymSpell: Fixes typos.
3๏ธโฃ spaCy: Lemmatizes intent.
Result: Varied inputs resolve to one cache key.
#GenAI#Redis#Scalability
Weekend experiment: built a notification system with ntfy + Linux cron in my Proxmox lab.
Now my servers and Nifty 50 market updates send alerts directly to my phone, so I donโt miss important events while staying focused on work.
#Linux#Automation#SelfHosted#Homelab#DevOps
Finally organised my Python environments๐
Moved unused 45 GB swap on Debian to /๐ฎ๐ฆ๐ฅ๐ช๐ข/๐ฑ๐บ๐ด๐ฑ๐ข๐ค๐ฆ, installed ๐ฃ๐๐๐ต๐ผ๐ป ๐ฏ.๐ณ โ ๐ฏ.๐ญ๐ฐ, and organised interpreters + venvs in one place.
Added a couple of Bash scripts and .bashrc shortcuts to manage everything easily
Weekend Project: Raspberry Pi 5 + Pi-hole setup for network-wide ad blocking โ
Working well so far using EasyList & StevenBlack lists, but still misses a few ads.
Next: HTTPS ad blocking + DNS automation across devices.
#RaspberryPi#PiHole#Homelab
Started my Proxmox VE journey by turning an old laptop into a homelab + personal music cloud using Jellyfin ๐ง
Later added an Nginx Proxy Manager gateway to host multiple HTTPS services on one static IP.
Now live at: https://t.co/uOvAis9PBC
#Proxmox#Homelab#Nginx#SelfHosted
Experience teaches a lot โ but structured re-learning builds mastery.๐ป๐
After 3 years of dev work, I deeply re-learned Python:
โ Theory
โ Notes
โ Practice
โ Documentation
Strongly recommend revisiting basics!
Repo ๐ [https://t.co/pDqzBRyyxD]
#Python#developer#codinglife
๐ Just published my first PyPI package
A simple @runtime decorator to track:
โ Execution time
โ Peak & occupied memory
โ Memory freed after execution
Try it with:
๐๐๐ ๐๐๐๐๐๐๐ ๐๐๐๐๐๐๐๐๐๐
More useful packages coming soon! ๐
#Python#PyPI#Programming
๐ OOP is like making dolls!
๐งธ Class = Mold (Blueprint)
๐ญ Object = Doll (A unique creation shaped by the mold)
๐จ Methods = Customization (Hair, clothes, accessories)
๐ก OOP = Mold โ Unique Dolls โ Customization
Thatโs how we build reusable code!
#Python#OOP#Coding#tech