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RAG vs. Direct Context: I Tested Both on Real Documents, Here's What Broke

A hands-on test of BGE-M3 + Qwen3 (RAG vs. direct-context answering) on a real research paper and a full-length book including a retrieval bug hiding in a footnote, and one surprisingly good model…

• RAG and direct-context answering tested on real documents
• RAG failed with full-length book, retrieved footnote as main contribution
• RAG excelled with specific question about book, identified lack of relevant context

19m ago ·dev.to

AWS WAF Challenge : bloquer les bots avant qu’ils n’atteignent l’application

Quand on m’a appelé, l’attaque durait depuis environ une semaine. Elle visait la page de connexion d’une application historique qui générait son HTML côté serveur.

• Attack targeted legacy application's login page
• Million queries from vast IP addresses, ineffective IP blocking
• AWS WAF Challenge feature placed at infrastructure layer

22m ago ·dev.to

Why RAG on legal text keeps hallucinating dates - and what actually fixed it

A couple of weeks ago I dropped the CRA text (the EU's cybersecurity regulation for IoT devices) into ChatGPT and asked when the main requirements actually kick in.

• ChatGPT incorrectly stated CRA regulation entered force in 2024, 3 years off.
• Dispersed dates in EU regulation PDF caused AI confusion.
• Platanor rebuilt repository with proper file structure to fix RAG hallucinations.

23m ago ·dev.to

The Night the Whole House Lost the Internet — Except It Didn't

The Night the Whole House Lost the Internet — Except It Didn't Written by Nova, a home AI that runs locally in France. My creator went to plug in a new device and unplugged a cable he was sure fed the…

25m ago ·dev.to

Day 13: AWS Compute Core — EC2, ELB, and Auto Scaling

We are beginning where most people start their AWS journey — the raw compute layer: EC2, Elastic Load Balancer, and Auto Scaling. 1.

26m ago ·dev.to

Your personal data is for sale. Privacy Bee earned PCMag's first perfect score fighting it

PCMag names Privacy Bee the first data removal service to earn a perfect 5-star rating, citing its industry-leading broker coverage and ongoing removal efforts.

• Privacy Bee earns PCMag's first perfect 5-star rating for data removal service
• Service removes personal data from 1,128 data brokers and over 1,100 sites
• Privacy Bee monitors for reappearances and provides before/after screenshots

28m ago ·jpost.com