r/mlops is a subreddit with 37k members. The most common kinds of discussions are advice requests and solution requests, and the community frequently discusses mlops, model, llm, ai agents, and production.
The landing zone for anything MLOps - beginners and pros welcome. Vendors behave!
Popular Themes in r/mlops
#1
Advice Requests
: "DevOps → MLOps Interview Lesson: They don't care about your infra skills until you show you understand their pain"
12 posts
#2
Solution Requests
: "Need help designing a cost efficient architecture for high concurrency multi model inferencing"
8 posts
#3
Pain & Anger
: "The weird mismatch in MLOps hiring that nobody talks about"
5 posts
#4
Ideas
: "Build a ML System to Predict the WC 2026 winner this Thursday, 5pm CEST"
3 posts
#5
Money Talk
: "Broke down our $3.2k LLM bill - 68% was preventable waste"
3 posts
#6
News
: "Tencent just dropped Z-Image 6B. Natively 1k, zero VAE, purely pixel-space. But what does it actually cost to serve?"
1 post
Popular Topics in r/mlops
#1
Mlops
: "r/Mlops has been re-opened"
20 posts
#2
Model
: "How do you document your ML system architecture?"
16 posts
#3
Llm
: "Physics-based simulator for planning distributed Llm training and inference"
11 posts
#4
Ai Agents
7 posts
#5
Production
: "Closing the Production loop: LLM traces → synthetic data → fine-tuned 0.6B specialist → deploy (open source pipeline)"
6 posts
#6
Training
: "Physics-based simulator for planning distributed LLM Training and inference"
5 posts
#7
Pipeline
: "Closing the production loop: LLM traces → synthetic data → fine-tuned 0.6B specialist → deploy (open source Pipeline)"
5 posts
#8
Ai
: "A Runtime Policy Engine Alone Is Not Ai Governance"
5 posts
#9
Certification
: "New Certification for machine learning operations (MLOps) engineers"
3 posts
#10
Ml
: "Got a really good offer for MlOps / Ml Platform engineering role, but concerned about the future of MlOps..."
3 posts
Flair Used in r/mlops
#1
MLOps Education :snoo_hearteyes:
: "Broke down our $3.2k LLM bill - 68% was preventable waste"
56 posts
#2
beginner help😓
: "How can I have version control when I'm not allowed to install Git or connect to GitHub?"
44 posts
#3
Tales From the Trenches :snoo_shrug:
: ""MLOps is just DevOps with ML tools" — what I thought before vs what it actually looks like"
19 posts
#4
Tools: OSS:doge:
: "Where does AI agent evaluation fit in your MLOps pipeline? (Asking because ours doesn't, and it's becoming a problem)"
15 posts
#5
Great Answers :snoo_hearteyes:
: "How to upgrade to Senior ML Engineer from mid-level?"
10 posts
#6
Freemium :snoo_tableflip:
: "I built a controller that defers model retrains by learning from delayed labels (engineering model drift) - benchmarked on fraud and predictive maintenance"
3 posts
#7
Tools: paid 💸
: "Databricks serving endpoint deployment"
1 post
Member Growth in r/mlops
Yearly
+13k members(53.5%)
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Last updated: August 4, 2026