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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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Why We Accidentally Blocked Our Users: A Deep Dive into Idempotency in Distributed Systems
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Why We Accidentally Blocked Our Users: A Deep Dive into Idempotency in Distributed Systems

DEV Community: redis·amir·3 days ago
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A production story about payment retries, duplicate requests, Redis, distributed locks, and how idempotency keys protect users from flaky networks.

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GraphQL vs REST in Your API Client: Why You Need to Handle Both Differently
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GraphQL vs REST in Your API Client: Why You Need to Handle Both Differently

DEV Community: rest·Mean·3 days ago
#mam5XPLA
#dev#graphql#fullscreen#rest#request#article

If you've ever tried using the same API client workflow for both REST and GraphQL endpoints, you know...

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Django Session Cookie vs localStorage JWT Security Comparison
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Django Session Cookie vs localStorage JWT Security Comparison

DEV Community: django·Stefan·3 days ago
#VWzwjdb5
#dev#cookie#token#django#session#request

A side-by-side security analysis of Django session cookies vs localStorage JWTs, covering XSS exposure, CSRF, revocation, and safer defaults.

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How I Blocked 90% of Bot Requests on My Free TikTok Downloader Using Cloudflare Turnstile and PHP
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How I Blocked 90% of Bot Requests on My Free TikTok Downloader Using Cloudflare Turnstile and PHP

DEV Community: php·Hassan·3 days ago
#fRGUoa0f
#dev#php#showdev#productivity#turnstile#real

I launched TikRapid — a free TikTok video downloader — and within the first few days the API was...

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