Ssatoruinaiknowlejuice.hashnode.dev·Apr 13 · 7 min readReal-Time Speech, Audio, and Facial Analysis in Production AI SystemsLast post covered multimodal fusion, temporal alignment, and conflict resolution at the architecture level. This one goes into the actual modality processing — how you handle speech, audio emotion, and facial analysis in real-time production systems....00
Ssatoruinaiknowlejuice.hashnode.dev·Apr 13 · 8 min readEvaluation, Monitoring, and Model Degradation in Production AI SystemsLast post covered the implementation layer — how speech-to-text, audio emotion, and facial analysis actually run in real-time systems. This one covers what happens after deployment. How you evaluate, monitor, and catch degradation before your users d...00
Ssatoruinaiknowlejuice.hashnode.dev·Apr 13 · 7 min readAre you using your coding assisted tools efficiently?How to Actually Use a Coding Agent (Without Letting It Wreck Your Codebase) Most developers are using these tools wrong. Not because they’re dumb — but because the tools moved faster than the mental model did. You’re probably still treating Claude Co...00
Ssatoruinaiknowlejuice.hashnode.dev·Apr 13 · 1 min readPrecision vs Recall — The Clearest Explanation You’ll FindMost people memorize the formulas. That’s why they stay confused. Here’s all you need. The Doctor Story I think makes sense 10 patients walk in. 3 actually have cancer. Doctor A — overly cautious: Flags all 10 as cancer. Caught all 3 real ones but sc...00
