🚀 𝗠𝗟𝗢𝗽𝘀 𝗖𝗮𝗿𝗲𝗲𝗿 𝗣𝗮𝘁𝗵: 𝗦𝗸𝗶𝗹𝗹𝘀, 𝗝𝗼𝗯𝘀, 𝗦𝗮𝗹𝗮𝗿𝘆 & 𝗙𝘂𝘁𝘂𝗿𝗲 𝗦𝗰𝗼𝗽𝗲

📖 𝗥𝗲𝗮𝗱 𝘁𝗵𝗲 𝗳𝘂𝗹𝗹 𝗯𝗹𝗼𝗴: www.linkedin.com/feed/update/...

🎓 𝗟𝗲𝗮𝗿𝗻 𝘄𝗶𝘁𝗵 Visualpath
🌐 𝗩𝗶𝘀𝗶𝘁: www.visualpath.in/mlops-course...

#MLOps #MLOpsCareer #MLOpsEngineer #MachineLearning #AI #DevOps #CloudComputing #OnlineTraining #CorporateTraining

A cheaper model can leave the expensive workflow unchanged.
Pharos Production baselines business metrics during AI discovery. Count retries and human review before claiming savings.
pharosproduction.com

#AIAgents #FinOps #MLOps

When a model struggles with a specific output structure in production, trace-derived training data, a task-native eval harness and iterative LoRA fine-tuning is a repeatable playbook. #MLOps

🚀 𝗠𝗮𝘀𝘁𝗲𝗿 𝗠𝗟𝗢𝗽𝘀 & 𝗔𝗜𝗢𝗽𝘀 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴 | 𝗝𝗼𝗶𝗻 𝘁𝗵𝗲 𝗙𝗥𝗘𝗘 𝗗𝗲𝗺𝗼!
📅 𝗗𝗮𝘁𝗲: 26 September 2026
🕗 𝗧𝗶𝗺𝗲: 9:00 AM IST
👨‍🏫 𝗧𝗿𝗮𝗶𝗻𝗲𝗿: Mr. Arpan Ghosh

🔗 𝗝𝗼𝗶𝗻 𝗟𝗶𝗻𝗸: bit.ly/4djzTjh
🆔 𝗜𝗗: 447 814 721 973 475
📌 𝗣𝗮𝘀𝘀𝗰𝗼𝗱𝗲: xQ3MU3b5Z

📞 𝗖𝗮𝗹𝗹: +91 7032290546
🌐 www.visualpath.in/mlops-aiops-...

#MLOps #AIOps #DevOps #Visualpath

Validate the model, prompt, tools, retrieval and runtime as a set. Preserve current access controls. Reconcile earlier actions separately.
Manifest: hackmd.io/@dmytro-nasy...

#AIAgents #MLOps #LLM

Rolling back the model can leave the failure in place.
A changed tool contract can still break the restored model's calls. Pharos Production's AI agent delivery includes rollback procedures.
pharosproduction.com

#AIAgents #MLOps #LLM

2026年9月におけるAIモデル選択の羅針盤：開発者が迷わないための技術的洞察

進化するAIモデル選択の課題と技術的指針。

#AIモデル選択 #LLM #MLOps #パフォーマンス最適化 #AI倫理

https://lckhd.eu/eDmRZa

#Jev #TypeSafeAI #StructuredOutputs #AIEngineering #MLOps

I guess it's possible you have not heard about Jev yet but it has taken over the internet in the last week.

Did you know that in 2023, researchers showed that specific "refusal vectors" in LLMs can be manipulated via activation addition to force a model to decline requests. By identifying the direction of the "I cannot" vector, you can steer the's response without altering the prompt. #LLM #MLOps

Exciting news from Google Cloud! The new Orchestration Pipelines framework, along with the Data Agent Kit, democratizes data pipeline orchestration for all data professionals. 🚀🔗 #GoogleCloud #DataEngineering #MLOps

A new tutorial in my Docker 🐳 101 series for AI developers — this time focusing on running a container 👇🏼

theaiops.substack.com/p/how-to-run...

#docker #ai #mlops

Replicate just climbed +61 pts this week to a heat score of 68/100 on @hookflowai — the biggest weekly mover in the tracker right now. Run 100s of open-source models via API with zero infra overhead. Rising and not slowing. hookflow.ai #AITools #MLOps

🚀 𝗪𝗵𝘆 𝗶𝘀 𝗠𝗟𝗢𝗽𝘀 𝗶𝗺𝗽𝗼𝗿𝘁𝗮𝗻𝘁 𝗳𝗼𝗿 𝗺𝗼𝗱𝗲𝗿𝗻 𝗜𝗧 𝗼𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝘀?

📖 𝗥𝗲𝗮𝗱 𝘁𝗵𝗲 𝗯𝗹𝗼𝗴: www.linkedin.com/feed/update/...

🎓 𝗟𝗲𝗮𝗿𝗻 𝘄𝗶𝘁𝗵 #Visualpath
🌐 𝗩𝗶𝘀𝗶𝘁: www.visualpath.in/mlops-course...

#MLOps #MachineLearning #DevOps #AIOps #MachineLearningOperations #ITOperations #AI #TechTrends

A machine learning model can be 95% accurate and still fail in production.

Data changes. Users change. Business rules change. Models drift.

Deployment isn't the finish line — it's where the real engineering begins.

Part 3: medium.com/ai-engineeri...

#AI #MachineLearning #MLOps

#AIPipeline #RAG #LLM #AIExplained #MachineLearning #AIEngineering #LearnAI #TechExplained #ByteBuilders #MLOps #SystemDesign

Automation yes; blind publishing no.
Workflows combine triggers, tests, state, idempotency and quality gates before a public output.
Which quality gate should we open in the next post?
Details and method → https://labintelligence.dev/go/method/en/
#MLOps #automation #LIwf19

Mô hình chạy mượt trên máy local chưa chắc mang lại tiền nếu đem lên production bị sập vì data drift và OOM. MLOps không chỉ là DevOps thêm chữ ML, mà là cách doanh nghiệp quản trị code, dữ liệu và chi phí tính toán đường dài.

Đọc thêm: https://goclaw.sh/blog/what-is-mlops #MLOps

https://lckhd.eu/UkWjJ1

#Kubernetes #Kueue #GangScheduling #BatchWorkloads #MLOps

Being able to schedule jobs and manage quotas on Kubernetes is something you may need to setup and using Kueue is one good approach for this. Kueue isn't a scheduler but a controller that decides when a job is