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Tag: AI Cost Reduction
Strategies to optimize and reduce AI infrastructure and inference costs.
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GPU vs CPU for AI Workloads: The Real Cost-Performance Trade-offs
The painful question I get every quarter We are spending a fortune on GPUs. Can we move inference to CPUs and cut cost without blowing up latency? I have walked…
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Streaming vs batching in LLM systems: how I decide in production
The painful truth about streaming vs batching If your chat UI feels snappy in the demo but falls apart under real traffic, you probably picked the wrong side in the…
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More Data Won’t Fix Your AI System
The common failure mode: “let’s just add more data” I see this play out every quarter. Metrics flatten, users complain about wrong answers, latency creeps up. Someone proposes a fix…
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Caching strategies for LLM systems that actually work
The silent reason your LLM bill is 2x higher than it should be If your latency is spiky, your OpenAI or self-hosted bill is creeping up, and your team keeps…
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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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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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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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