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# mlops

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I reviewed six "operator-ready" checklists for AI agents. None of them define the problem correctly.

I reviewed six "operator-ready" checklists for AI agents. None of them define the problem correctly.

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5 min read
Why Your AI Observability Stack Is Missing the Most Important Metric

Why Your AI Observability Stack Is Missing the Most Important Metric

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3 min read
MLOps: Building a CI/CD Pipeline for ML Models on Azure Databricks

MLOps: Building a CI/CD Pipeline for ML Models on Azure Databricks

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7 min read
What Is an Agent Registry? (And What We Broke Before We Had One)

What Is an Agent Registry? (And What We Broke Before We Had One)

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7 min read
LiteLLM vs OpenRouter: I Used Both. Here's Where Each One Actually Broke.

LiteLLM vs OpenRouter: I Used Both. Here's Where Each One Actually Broke.

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8 min read
MLOps for LLM: A Case Study on Dresscode

MLOps for LLM: A Case Study on Dresscode

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21 min read
Stop building custom wrappers for your ML models.

Stop building custom wrappers for your ML models.

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4 min read
Using the channels-last memory format reduced the latency of our conversation backbone by 22%

Using the channels-last memory format reduced the latency of our conversation backbone by 22%

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4 min read
Machine learning in production: the model is the easy part

Machine learning in production: the model is the easy part

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3 min read
ML Observability on EKS: Logs, Metrics and Tracing Head-to-Head

ML Observability on EKS: Logs, Metrics and Tracing Head-to-Head

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11 min read
Benchmarking 5 LLM providers on one eval set, no SDK per vendor

Benchmarking 5 LLM providers on one eval set, no SDK per vendor

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4 min read
Azure Databricks for MLOps and Feature Engineering at Scale with Apache Spark, Delta Lake, and MLflow

Azure Databricks for MLOps and Feature Engineering at Scale with Apache Spark, Delta Lake, and MLflow

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6 min read
Building a Self-Hosted MLOps Platform from Scratch with FastAPI, PostgreSQL, GCS, and Docker

Building a Self-Hosted MLOps Platform from Scratch with FastAPI, PostgreSQL, GCS, and Docker

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4 min read
temperature=0 didn't make our LLM evals reproducible

temperature=0 didn't make our LLM evals reproducible

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4 min read
The SDXL VAE overflow that decoded black images in fp16

The SDXL VAE overflow that decoded black images in fp16

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4 min read
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