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Author: sudaangi
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What nobody tells you about monitoring LLM systems
The quiet failure mode in LLM products Most LLM systems do not fail loudly. They drift. Cost creeps, answers get a bit worse, latency tails fatten, and nobody notices until…
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Why Debugging AI Systems Is Harder Than Debugging Software
The uncomfortable truth about AI incidents The scariest production incidents I have worked were not caused by a bad deploy. They were caused by a correct system producing the wrong…
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Designing low latency AI for real time: what actually works
The real problem with “real time” AI Your p50 looks fine. Your users don’t care. They feel the p95. I’ve walked into teams with a neat demo, then watched the…
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Common mistakes in AI architecture design that cost you uptime, accuracy, and money
The recurring smell Most AI outages I get called into are not model problems. They are architecture problems disguised as model issues. Latency spikes, random failures, wrong answers, costs drifting…
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The hidden bottlenecks in multi-agent AI systems
The hidden bottlenecks in multi-agent AI systems Everyone loves the demo where a planner agent hands work to a researcher, who hands work to a critic, who hands work to…
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When RAG Makes Your AI Worse: Hard Rules From Production
The trap Half the RAG projects I’m asked to review would be simpler, cheaper, and more reliable without a vector index. Teams add retrieval because every diagram on the internet…
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LLM Latency In Production: What Actually Works
The spinner is lying to you If your LLM app shows a typing effect in under 300 ms but p95 completes at 6 to 10 seconds, users feel the lag….
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Stateless vs stateful AI systems: what actually works at scale
The fastest way to blow your LLM budget The fastest way to blow your LLM budget is to keep shoving yesterday’s conversation back into the prompt on every turn. I…
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MLOps for LLMs: What Actually Matters in Production
The ugly part of LLMs: the system works until it silently doesn’t If your first LLM feature went live and then support tickets tripled, latency wandered, and your cloud bill…
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