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Practical articles on AI, DevOps, Cloud, Linux, and infrastructure engineering.

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Real-World RAG Incidents: Lessons from a Production Rollout
••2 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

KU
Kiril urbonas
Read article
Real-World RAG Incidents: Lessons from a Production Rollout
••2 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

KU
Kiril urbonas
Read article
Real-World RAG Incidents: Lessons from a Production Rollout
••2 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

KU
Kiril urbonas
Read article
Operational Checklist: RAG Retrieval Quality Evaluation
••3 months ago

Operational Checklist: RAG Retrieval Quality Evaluation

RAG Retrieval Quality Evaluation. Practical guidance for reliable, scalable platform operations.

KU
Kiril Urbonas
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Prompt Engineering for DevOps: Consistency and Safety
••3 months ago

Prompt Engineering for DevOps: Consistency and Safety

Use prompts to get reliable, safe outputs from LLMs for runbooks, code, and ops tasks.

KU
Kiril urbonas
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Real-World RAG Incidents: Lessons from a Production Rollout
••3 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

KU
Kiril urbonas
Read article
Operational Checklist: Prompt Versioning and Regression Testing
••3 months ago

Operational Checklist: Prompt Versioning and Regression Testing

Prompt Versioning and Regression Testing. Practical guidance for reliable, scalable platform operations.

KU
Kiril Urbonas
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Operational Checklist: LLM Gateway Design for Multi-Provider Inference
••3 months ago

Operational Checklist: LLM Gateway Design for Multi-Provider Inference

LLM Gateway Design for Multi-Provider Inference. Practical guidance for reliable, scalable platform operations.

KU
Kiril Urbonas
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Real-World RAG Incidents: Lessons from a Production Rollout
••3 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

KU
Kiril urbonas
Read article
Real-World RAG Incidents: Lessons from a Production Rollout
••3 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

KU
Kiril urbonas
Read article
Real-World RAG Incidents: Lessons from a Production Rollout
••4 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

KU
Kiril urbonas
Read article
Real-World RAG Incidents: Lessons from a Production Rollout
••4 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

KU
Kiril urbonas
Read article
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