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Field notes on shipping AI.
Practical writing from the engineers shipping RAG, agents, MCP, and evals into production every week. No think-pieces — just what works.
AI Engineering · Featured
Machines and Trust: How to Mitigate AI Bias
Machines and Trust: How to Mitigate AI Bias
Unwanted AI bias is already a widespread problem. Machine learning models replicate and exacerbate existing biases — often in ways that aren't detected until after release. Here's how to detect it, me
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When your AI feature has a bad day: an incident runbook
Shipping AI Features
When your AI feature has a bad day: an incident runbook
Jul 16, 20266 min
Shipping AI Features
The states your AI feature forgets: loading, error, empty
Shipping AI Features
The states your AI feature forgets: loading, error, empty
Jul 16, 20266 min
AI Engineering
Your production AI agent has too many tools (and the fix)
AI Engineering
Your production AI agent has too many tools (and the fix)
Jul 16, 20269 min
AI Engineering
Your RAG fails at the PDF, not the retriever
AI Engineering
Your RAG fails at the PDF, not the retriever
Jul 15, 20266 min
AI Engineering
Contextual retrieval: cut RAG failures without more infra
AI Engineering
Contextual retrieval: cut RAG failures without more infra
Jul 15, 20266 min
AI Engineering
LLM provider lock-in: design your product for a model swap
AI Engineering
LLM provider lock-in: design your product for a model swap
Jul 13, 20269 min
AI Engineering
Load test your AI feature before launch, not after
AI Engineering
Load test your AI feature before launch, not after
Jul 13, 20267 min
AI Engineering
Where the milliseconds go in your RAG pipeline
AI Engineering
Where the milliseconds go in your RAG pipeline
Jul 13, 20267 min
AI Engineering
Right-size LLM reasoning effort to cut cost and latency
AI Engineering
Right-size LLM reasoning effort to cut cost and latency
Jul 12, 20268 min
AI Engineering
Turn thumbs-down into your AI feature's test suite
AI Engineering
Turn thumbs-down into your AI feature's test suite
Jul 12, 20265 min
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