mraza007
Anyways great blog post from linear team a lot to learn from it
Just tried using Pi Agent and looks very promising
We just had amazing releases this past two months
kimi k3, glm5.3 qwen3.8 and now glm5.3
These open models are getting really good
Ask HN: How is everyone using Local LLMs?
Hello Everyone,Would love to know how are you guys using Local LLMS on your machineLooking for interesting usecases here
I had a lot of success running it on my Mac with Qwen3.6-35B-A3B model
Show HN: Minute – Offline meeting notes on macOS with Whisper and llama.cpp
https://github.com/mraza007/minute
Hello HN,I built Minute because I wanted searchable meeting notes without sending recordings or transcripts to a cloud service. It captures microphone and optional system audio, transcribes locally with Whisper, and generates summaries, decisions, and action items using a local LLM through llama.cpp. After the initial model download, everything runs on-device and in-process. There’s no account,...
Agreed and most people tend to go towards ECS is because they don’t have enough resources to manage EKS or Kuberenetes in general
Now Kuberenetes is really powerful in my opinion but sometimes it might be an overkill
You might even get away with EC2s but they bring extra overhead of management such as patches and os upgrades and autoscaling can be trivial
Understanding ECS from Kubernetes Perspective
For example i built this https://kubernetes-made-simple.vercel.app/
Now i can add this
Ask HN: What are some good resources on AI Engineering and Prompting
What are some great resources for people who looking to break into this field or improve their skillset in generalI would love to hear some recommendations
Its fast and amazing for generating embedding and lookups
Show HN: I built a fun interactive tutorial teach about Docker Containers
And when that happens it’s better to move the contract to hourly rather having it fixed price
But you are also right about having a strong contract
Remote: Yes (Preferred)
Willing to relocate: No
Technologies: AWS (ECS, EKS, Lambda, CloudFormation, CDK, Glue, MWAA), Terraform, Python, GitHub Actions, GitLab CI, Jenkins, Docker, Kubernetes, PostgreSQL, FastAPI, Flask, Django, Bash, Linux
Résumé/CV: Available upon request
Email: [email protected]
GitHub: https://github.com/mraza007
Website: https://muhammadraza.me/work
I'm a Senior DevOps Engineer with 5 years of experience in cloud infrastructure and automation. I spent 2 years at AWS Professional Services, where I led CloudFormation Resources Migration, built CDK constructs in Python and TypeScript, and helped enterprise customers design CI/CD pipelines.
I'm open to DevOps, platform engineering, SRE, or backend Python roles. Happy to chat about contract or full-time opportunities.