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⚡ AI Lessons

Dev.to · AS
📐 ML Fundamentals
⚡ AI Lesson
1mo ago
Your quantized model got worse, and nothing told you
Export and quantization change a model's numbers. The build still passes, the app still runs, and nothing anywhere says the model you shipped isn't the model yo

Dev.to · AS
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Kmemo 2.0 is out, and the two gaps I admitted to in the first post are closed
A follow-up to the Kmemo write-up: the verifier's catch rate, the GPTCache comparison, the guard a commenter asked for, and a core that no longer needs the JVM.

Dev.to · AS
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
The cleanup that could never run: a silent Web Push leak in Go
This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry. Nothing reported...

Dev.to · AS
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
We built the benchmark we'd want any AI estimation vendor to pass. Then we failed it.
Nine public datasets, thresholds pre-registered in git before every run, and a stop rule fixed in advance. No model class clears the bar. Here is the negative r

Dev.to · AS
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Kmemo: a semantic cache for LLM calls that refuses to serve you the wrong answer
Semantic caching cuts LLM cost and latency, and it will happily hand back the answer to a question nobody asked. Kmemo treats that failure as the main problem r

Dev.to · AS
📰 AI News & Updates
⚡ AI Lesson
1mo ago
Kdrant: an idiomatic, coroutine-first Kotlin client for Qdrant
Talk to the Qdrant vector database from Kotlin the way Kotlin wants to be written — suspend APIs, type-safe DSLs, and a fraction of the footprint of the officia
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