Muhammad @muhammad_o7
I build things and write about it | DevOps • AWS • Python | Sharing code, projects, and lessons learned | NYC 🗽 muhammadraza.me New York, NY Joined January 2016-
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Everyone talking about agentic loops But what exactly are those loops? and how do you design them? instead of just prompting your agents
@rezoundous I don’t know but codex still has a bad taste at creating UI Its like letting an amazing backend engineer do the UI
GGUF or MLX, It's something I encountered when running local LLMs on my mac So I decided to write a post on help you choose better muhammadraza.me/2026/gguf-vs-m…
Muhammad retweeted
Step-By-Step LLM Engineering Projects Roadmap - Build a tokenizer - Learn embeddings - Implement RoPE / ALiBi - Hand-wire attention - Build MHA - Build a Transformer block - Train a mini-former - Compare objectives - Build sampling - Speculative decoding - KV cache - MQA / GQA / MLA - Long context - FlashAttention - Hardware budgets - Toy MoE - Sparse model trade-offs - State-space / linear attention - Diffusion language models - Data pipelines - Synthetic data - Scaling laws - SFT / DPO / RLHF / GRPO - Quantization - Serving stacks - Eval harnesses - RAG - Tool use / agents - Vision-language adapters - Interpretability - Red-team suite - Full capstone model system One request: Choose an Opensource AI lab when you make it Opensource is where humanity gets to keep the tools DM me when you've made it ;)
@RaminNasibov @elonmusk Need For Speed Underground
@trq212 Eid Mubarak to you as well brother
A question for folks using local LLMs What agent harness are you guys using when coding with local llms
@KyleHessling1 Not so bad so I’m running it using oMLX I’m getting 20tok/s and 500tok/ on the processing side
@populartourist Can you share some examples Would love to see
@Hikari_07_jp I’m seeing more of these posts in my TL and I’m loving it. The community is really helpful and friendly
@KyleHessling1 Oh nice ! I’m definitely going to try it out I’m on M5 Pro 48GB hopefully it runs fine But hey i appreciate the reply
@OpenAIDevs @artificialguybr Can we close the lid while it continues
@xiong_hui_chen Can we get a similar version of Qwen3.7 like 3.6 with 3B active params
@akshay_pachaar Got any resources to learn more about these topics in detail
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