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⚡ AI Lessons

Dev.to · BN
🧠 Large Language Models
⚡ AI Lesson
3mo ago
I built a vector embedding cache that makes stale hits structurally impossible
Wrote up the design behind embcache, a GPU-native two-tier cache for embeddings and KV states. The...

Dev.to · BN
🔍 RAG & Vector Search
⚡ AI Lesson
3mo ago
Most RAG failures don’t crash. They silently return bad answers. I built a repair layer for that.
Most RAG tooling provides a score but fails to specify what actually went wrong. I had retrieval...

Dev.to · BN
🧠 Large Language Models
⚡ AI Lesson
3mo ago
Deterministic reliability stack for LLM pipelines
I have been spending the last few months wiring up a deterministic reliability stack for structured...
DeepCamp AI