#Web Security

Articles about Web Security — exploring patterns, best practices, and real-world implementations in production systems.

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Pratik Dhanave · ·6 min read

Treating Model Output as Untrusted

Injection defense usually focuses on what goes into the model. But an equally dangerous class of bug lives on the way out: whatever the model produces gets passed to another system — a browser, a shell, a database, another service — that trusts it. If the model can be made to emit a malicious payload, and your code renders or executes it, the injection escapes the model and lands in your infrastructure.

Injection defense usually focuses on what goes into the model, but an equally dangerous class of bug lives on the way out: whatever the model produces gets passed to another system that trusts it. If the model can be made to emit a malicious payload and your code renders or executes it, the injection escapes the model and lands in your infrastructure — XSS, SQLi, SSRF, exfiltration.

#AI Security#Guardrails#Web Security#LLMs#Prompt Engineering#Prompt Injection

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.