Moh @CoolioCodes , what is this thing? Give this kind of developer some advice, come on! Unbelievable 🤣

this is only acceptable if it was sent to an ai agent 😁

🤣🤣 i couldn't agree more man

Another small GitHub Actions setting that’s worth knowing

permissions:
  contents: read

This basically tells GitHub “Give this workflow a read-only token.”

So even if something bad runs inside your CI(like a bad npm package that excute a backdoor commit), it can't use the GITHUB_TOKEN to push code, modify your repo, or mess with things.

It's a simple example of least privilege, only give a workflow the permissions it actually needs. Small line, big security win

@devwitheyob
#TechVibe #GitHubActions #DevOps

Hey fam, I’m working on a Backend Engineering roadmap for anyone who wants to learn it. It will include videos, notes, books, and hands-on exercises. I’ll share it with you as soon as I finish 🤗 Just stay tuned right here on this channel !
share this someone wants to learn backend engineering!!

@TechYada21
#Backend_Engineering

you are not always broken by life; sometimes you are killed by your own thoughts

@Techyada21
#from_LinkedIn

Backend Engineering Roadmap & Learning Hub for developers who want to bridge the gap between building toy APIs and architecting resilient, high-throughput distributed systems.

It’s structured across 7 Architectural Mastery Phases & 31 Exhaustive Modules:
• Linux Kernel & Low-Level Systems Programming
• Production Networking Primitives (TCP/UDP, HTTP/2, gRPC)
• Storage Engine Internals (LSM-Trees, B-Trees, WAL, Replication)
• Distributed Coordination & Consensus (Raft, Paxos, Quorums)
• Message Brokers & Event Streams (Kafka, Event-Driven Architectures)
• High-Throughput Caching & Distributed Rate Limiters
• Cloud-Native Infrastructure, Observability & Security

check it out: link
share this someone wants to learn backend engineering!!

@Techyada21
#Backend #Backend_Engineering #Roadmap

Now I started the day

hey guys hopefully everyone had a pleasing day/evening.

If you're currently working on that "one last feature" I suggest you finish it up and get rested.

You have a great day full of challenges and mysteries ahead of you tomorrow and the best way approach it by having a good night sleep.

So if you're on social media scrolling, 120% stop that and instead listen to a podcast or watch a movie instead (best option: read a book).

DO NOT SCROLL BEZI SAET 🚫

I'm wishing you a pleasant rest, see you tomorrow 👍❤️

Thanks more moh❤

anytime ende

we truly and sincerely thank you from the bottom of our hearts for your efforts in giving us the opportunity to improve. Truly, keep up the great work, stay strong and keep moving forward.❤

Hohe ASR now ships with the server we run ourselves, and it is open.

Three commands and you have Amharic speech to text running on your own machine. No GPU, no account, no API key, nothing to sign.

git clone https://github.com/snapwre/hohe-serve && cd hohe-serve
docker build -t hohe-asr . && docker run --rm -p 8080:8080 hohe-asr
curl -F audio=@clip.ogg http://localhost:8080/transcribe

The image fetches the weights from Hugging Face itself and serves on ordinary processor cores. On a clean machine we timed it end to end: built from nothing, model loaded in 6.8 seconds, a 6 second Amharic clip transcribed in 1.1.

It streams too. Long audio is cut at its quietest moments and the text comes back in pieces as it works, rather than all at the end.

Also in the repository: exactly how we deploy it on AWS spot behind a load balancer, and the full speed measurements behind every number we have published, so you can check them instead of trusting them.

Model, CC BY 4.0: huggingface.co/snapwre/hohe-asr-amharic
Server: github.com/snapwre/hohe-serve
Try it without installing: t.me/dataset_ai_bot