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After go-live: what to monitor so quality doesn't silently decay
Slava Kotenev
Slava Kotenev
Slava Kotenev
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Nov 5
After go-live: what to monitor so quality doesn't silently decay
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ai
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monitoring
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mlops
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automation
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3 min read
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Build a Fine-Tuned Model Training and Serving Pipeline on AWS
Muhammad Umair Ashraf
Muhammad Umair Ashraf
Muhammad Umair Ashraf
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Nov 5
Build a Fine-Tuned Model Training and Serving Pipeline on AWS
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aws
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machinelearning
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mlops
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cloud
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9 min read
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How do you train on AWS spot instances without losing work?
Viswaretas Kotra
Viswaretas Kotra
Viswaretas Kotra
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Nov 5
How do you train on AWS spot instances without losing work?
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aws
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machinelearning
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mlops
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gpu
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9 min read
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Reserve before you run: a budget guard for LLM inference on Kubernetes
Andrey Lesnikov
Andrey Lesnikov
Andrey Lesnikov
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Nov 4
Reserve before you run: a budget guard for LLM inference on Kubernetes
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kubernetes
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devops
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ai
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mlops
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5 min read
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Catching Input Drift Before Accuracy Falls: A PSI Walkthrough
Mr ThankYou
Mr ThankYou
Mr ThankYou
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Nov 4
Catching Input Drift Before Accuracy Falls: A PSI Walkthrough
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monitoring
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mlops
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python
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statistics
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5 min read
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Surviving the Model Treadmill: Building AI That Outlives the Model It Launched On
Fabian Cooper
Fabian Cooper
Fabian Cooper
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Nov 4
Surviving the Model Treadmill: Building AI That Outlives the Model It Launched On
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ai
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aiengineering
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mlops
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aistrategy
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7 min read
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Why the ‘Astra Can Read and Write Weights to Improve Qwen’ Claim Is Misleading – A Practical Take for Engineers
Naveen Malothu
Naveen Malothu
Naveen Malothu
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Nov 4
Why the ‘Astra Can Read and Write Weights to Improve Qwen’ Claim Is Misleading – A Practical Take for Engineers
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ai
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opensource
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4 min read
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Astra’s Weight‑Space Programming: A Practical Guide to Tuning Qwen
Naveen Malothu
Naveen Malothu
Naveen Malothu
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Nov 3
Astra’s Weight‑Space Programming: A Practical Guide to Tuning Qwen
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ai
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devops
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4 min read
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Choosing the Right Base Model for Fine-Tuning LLMs: Strategy Before Execution
Anish Rane
Anish Rane
Anish Rane
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Oct 4
Choosing the Right Base Model for Fine-Tuning LLMs: Strategy Before Execution
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llm
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ai
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machinelearning
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mlops
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5 min read
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Memdoor: How a Team of 5 Qwen‑3.8‑27B Models Beats Fable‑5 on LiveCodeBench Hard
Naveen Malothu
Naveen Malothu
Naveen Malothu
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Nov 2
Memdoor: How a Team of 5 Qwen‑3.8‑27B Models Beats Fable‑5 on LiveCodeBench Hard
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ai
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llm
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mlops
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4 min read
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A checklist before you ship a notebook model
Ines Mota
Ines Mota
Ines Mota
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Nov 1
A checklist before you ship a notebook model
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machinelearning
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python
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mlops
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1 min read
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Before You Burn GPU Hours, Smoke-Test One Task on a Cheap CPU Runtime
kohei matsunobu
kohei matsunobu
kohei matsunobu
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Oct 31
Before You Burn GPU Hours, Smoke-Test One Task on a Cheap CPU Runtime
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python
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testing
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pytest
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mlops
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5 min read
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Mistral Large 4 Weights Are Out – What It Means for Building LLM Infrastructures
Naveen Malothu
Naveen Malothu
Naveen Malothu
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Oct 30
Mistral Large 4 Weights Are Out – What It Means for Building LLM Infrastructures
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ai
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llm
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mlops
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4 min read
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Canary Releases for an ML Model on KServe: Replayed Traffic, Sidecar Metrics and Automatic Rollback
George Ezejiofor
George Ezejiofor
George Ezejiofor
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Oct 29
Canary Releases for an ML Model on KServe: Replayed Traffic, Sidecar Metrics and Automatic Rollback
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kubernetes
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machinelearning
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mlops
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kserve
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17 min read
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Day 29: Managing Technical Debt, Drift and Model Governance in Enterprise IT
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
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Oct 29
Day 29: Managing Technical Debt, Drift and Model Governance in Enterprise IT
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ai
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mlops
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governance
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30dayaiseries
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3 min read
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