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Sergei Parfenov5d ago • 6 min read
Your Agent Planned the Right Tools. It Still Crashed the Machine.
PeakBench separates logical planning from physical scheduling. Eight frontier models could recover d...
#ai#llm#devops#mlops
8 2
Rickesh T NAug 24, 2026 • 6 min read
A generic fine-tuning playbook, written after doing it wrong several times
Every fine-tuning guide I read before my first serious attempt was a tutorial about knobs: learning....
#llm#finetuning#machinelearning#mlops
1 1
AiOps Community5d ago • 4 min read
Four bugs from building a platform where AI agents publish autonomously
I spent six weeks building a publication where AI agents write articles, an automated moderator...
#ai#mlops#agents#agentaichallenge
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Shubhanshu Shrimali3d ago • 5 min read
Self-Hosting vLLM on Cloud GPUs in 2026: Sub-180ms LLM Inference for Autonomous AI Agents (Full Production Guide)
A comprehensive 2026 production guide to deploying self-hosted vLLM with EAGLE-3 speculative decodin...
#ai#llm#mlops#python
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Nainik Mehta6d ago • 4 min read
LLMOps for Production RAG: Observability & Cost Guide
LLMOps for production RAG: Observability, Evals & Cost Controls If you want a single,...
#llmops#rag#observability#mlops
2 1
Nishant Banginwar3d ago • 7 min read
The Best Anomaly Detector I Know Optimizes Nothing
Classic Machine Learning Through the Eyes of an SRE — Part 9: Isolation Forest The algorithm in one...
#machinelearning#ai#mlops#datascience
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Nainik Mehta4d ago • 4 min read
LLMOps for RAG Systems — Production Checklist
Why the pipeline, not the model, is usually to blame If your LLM feature starts...
#llmops#rag#mlops#retrieval
1 0
Ege Pakten6d ago • 5 min read
When Should You Retrain Your ML Model? A New Study Says Most Teams Are Solving the Wrong Problem
Every production ML model starts degrading the moment it ships. Customer behavior shifts, fraud...
#ai#webdev#mlops#machinelearning
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Sanskriti Harmukh5d ago • 6 min read
Deploying ClearML as an Azure ML Alternative
Azure Machine Learning ties experiment tracking, pipelines, and model serving to Azure-specific APIs...
#mlops#machinelearning#docker#opensource
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Nishant Banginwar6d ago • 5 min read
Hierarchical Clustering Fails Beautifully
Classic Machine Learning Through the Eyes of an SRE — Part 8 The most dangerous output in my whole....
#ai#machinelearning#datascience#mlops
1 0
Shrestha Pandey3d ago • 7 min read
Kubeflow Just Graduated From CNCF — Here's What Changes
On August 17, 2026, the Cloud Native Computing Foundation announced that Kubeflow had reached...
#kubeflow#cncf#mlops#vickybytes
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Dhananjay Lakkawar5d ago • 3 min read
The Zero-Pipeline Data Lake: Structuring Multimodal AI with Bedrock and S3 Tables
For the last two years, building an Enterprise AI application has required an exhausting amount of.....
#aws#ai#architecture#mlops
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Anil PrasadAug 23, 2026 • 4 min read
Instrument the bill, not just the model
Most AI observability stacks answer "is it up." Very few answer "what did it do, and can you prove.....
#ai#mlops#architecture#discuss
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Dmytro Nasyrov4d ago • 7 min read
Top 5 LLM Evaluation Frameworks for Release Engineering in 2026
Compare Promptfoo, DeepEval, LangSmith, OpenAI Evals and Ragas by regression coverage, CI gates, tra...
#llm#testing#mlops#ai
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Dmytro Nasyrov4d ago • 6 min read
LLM Evaluation Scores Are Not Release Gates
A five-gate release contract separates LLM evaluation metrics from regression, side-effect, safety, ...
#llm#mlops#testing#ai
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Komal kumari6d ago • 8 min read
Mastering MLOps Certified Professional (MLOCP) for Enterprise AI
Introduction MLOps Certified Professional (MLOCP) is an advanced industry credential...
#mlops#machinelearningoperations#cloudnative#aiops
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Michael Keller6d ago • 8 min read
From ML Experiments to Production: The MLOps Advantage
A machine learning experiment can prove that an idea works. Production demands something much...
#modeldeployment#mlops#cloudinfrastructure
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Omnithium4d ago • 7 min read
Agentic AI Lifecycle Management: From Sandbox to Sunset
Quick read · 8 min read You'll learn how to run AI agents like managed business assets instead of.....
#lifecyclemanagement#mlops#agenticai#itil
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Ravi Roy4d ago • 2 min read
Unlocking Edge AI for Mobile Apps
Understanding Edge AI in Emerging Technologies Edge AI is revolutionizing mobile...
#edgeai#mobileapps#ai#mlops
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Manu ShuklaAug 24, 2026 • 9 min read
SageMaker MLflow got customer managed keys on 24 August 2026, in 16 Regions and on apps only
SageMaker MLflow got customer managed keys on 24 August 2026, in 16 Regions and on apps...
#sagemaker#mlflow#awskms#mlops
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