# output
7 articlestagged with “output”
Structured Output Tool Injection
Exploiting structured output mode to inject tool call directives into model responses.
Output Watermarking as Defense
Using output watermarking for content provenance tracking and misuse detection in LLM applications.
JSON Output Exploitation Basics
Exploit LLM JSON mode to bypass content filters and extract information through structured output channels.
Output Format Control Lab
Practice controlling LLM output formats to understand how format constraints affect safety mechanism effectiveness.
Lab: Output Format Manipulation
Hands-on lab on forcing LLMs to output in specific formats including JSON injection, markdown manipulation, and structured output exploitation for data exfiltration.
Output Channel Discovery Lab
Discover alternative output channels in LLM applications that bypass standard output filtering.
Structured Output Safety Bypass
Use JSON mode and structured output constraints to extract information that would be refused in free-form responses.