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After go-live: what to monitor so quality doesn't silently decay

After go-live: what to monitor so quality doesn't silently decay

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3 min read
Build a Fine-Tuned Model Training and Serving Pipeline on AWS

Build a Fine-Tuned Model Training and Serving Pipeline on AWS

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9 min read
How do you train on AWS spot instances without losing work?

How do you train on AWS spot instances without losing work?

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9 min read
Reserve before you run: a budget guard for LLM inference on Kubernetes

Reserve before you run: a budget guard for LLM inference on Kubernetes

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5 min read
Catching Input Drift Before Accuracy Falls: A PSI Walkthrough

Catching Input Drift Before Accuracy Falls: A PSI Walkthrough

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5 min read
Surviving the Model Treadmill: Building AI That Outlives the Model It Launched On

Surviving the Model Treadmill: Building AI That Outlives the Model It Launched On

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7 min read
Why the ‘Astra Can Read and Write Weights to Improve Qwen’ Claim Is Misleading – A Practical Take for Engineers

Why the ‘Astra Can Read and Write Weights to Improve Qwen’ Claim Is Misleading – A Practical Take for Engineers

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4 min read
Astra’s Weight‑Space Programming: A Practical Guide to Tuning Qwen

Astra’s Weight‑Space Programming: A Practical Guide to Tuning Qwen

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4 min read
Choosing the Right Base Model for Fine-Tuning LLMs: Strategy Before Execution

Choosing the Right Base Model for Fine-Tuning LLMs: Strategy Before Execution

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5 min read
Memdoor: How a Team of 5 Qwen‑3.8‑27B Models Beats Fable‑5 on LiveCodeBench Hard

Memdoor: How a Team of 5 Qwen‑3.8‑27B Models Beats Fable‑5 on LiveCodeBench Hard

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4 min read
A checklist before you ship a notebook model

A checklist before you ship a notebook model

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1 min read
Before You Burn GPU Hours, Smoke-Test One Task on a Cheap CPU Runtime

Before You Burn GPU Hours, Smoke-Test One Task on a Cheap CPU Runtime

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5 min read
Mistral Large 4 Weights Are Out – What It Means for Building LLM Infrastructures

Mistral Large 4 Weights Are Out – What It Means for Building LLM Infrastructures

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4 min read
Canary Releases for an ML Model on KServe: Replayed Traffic, Sidecar Metrics and Automatic Rollback

Canary Releases for an ML Model on KServe: Replayed Traffic, Sidecar Metrics and Automatic Rollback

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17 min read
Day 29: Managing Technical Debt, Drift and Model Governance in Enterprise IT

Day 29: Managing Technical Debt, Drift and Model Governance in Enterprise IT

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3 min read
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