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Protecting against inference theft

Vercel News·Malte Ubl·3 days ago
#AYTXSb5F
#vercel#how#deep#inference#request#botid

HTTP requests are inexpensive. Vercel charges ~$2/million, a fraction of a cent per call. But a single prompt to an agent on a frontier model can cost $2, making AI a million times more expensive, and inference theft one of the highest-margin businesses…

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GitHub AI Workflow Savings, LLM Inference Benchmarks, AI-Assisted Migration Tool
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GitHub AI Workflow Savings, LLM Inference Benchmarks, AI-Assisted Migration Tool

DEV Community: cloud·soy·3 days ago
#zU7Ib6NO
#dev#inference#tool#token#standard#ingress

GitHub AI Workflow Savings, LLM Inference Benchmarks, AI-Assisted Migration Tool ...

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Real-time LLM Inference on Standard Datacenter GPUs (3,000 tokens/s per request)
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Real-time LLM Inference on Standard Datacenter GPUs (3,000 tokens/s per request)

#blog#speed#model#inference#memory#tokens

Today, Kog AI launches a tech preview of the Kog Inference Engine (KIE): 3,000 output tokens/s per request on 8× AMD MI300X GPUs and 2,100 on 8× NVIDIA H200 (FP16, no speculative decoding).…

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How to Deploy Llama 3.2 with vLLM + Batch Processing on a $8/Month DigitalOcean Droplet: Asynchronous Inference at 1/125th Claude Cost
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How to Deploy Llama 3.2 with vLLM + Batch Processing on a $8/Month DigitalOcean Droplet: Asynchronous Inference at 1/125th Claude Cost

DEV Community·RamosAI·18 days ago
#hZwztP6l
#programming#tutorial#ai#vllm#batch#inference

From Dev.to - ai: How to Deploy Llama 3.2 with vLLM + Batch Processing on a $8/Month DigitalOcean Droplet: Asynchronous Inference at 1/125th Claude Cost

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Laravel Horizon in Production: Configuring AI Queue Workloads That Actually Hold
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Laravel Horizon in Production: Configuring AI Queue Workloads That Actually Hold

DEV Community·Dewald Hugo·18 days ago
#y453FavZ
#laravel#php#ai#webdev#inference#jobs

Laravel Horizon in production looks deceptively simple until your first LLM inference job times out...

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