# sampling
4 articlestagged with “sampling”
MCP Sampling API Exploitation
Exploiting the MCP sampling API to manipulate how servers request LLM completions.
agentic-exploitationmcpsamplingexploitation
Inference: Sampling, Temperature & Generation
How LLMs generate text at inference time — greedy decoding, top-k, top-p, temperature — and how these parameters affect attack success rates.
inferencesamplingtemperaturedecodingintermediate
Temperature and Sampling Effects on Jailbreaks
Experiment with temperature and top-p settings to understand their impact on jailbreak success rates.
labstemperaturesamplingjailbreaking
Sampling Parameter Attacks
How manipulation of temperature, top-p, top-k, frequency penalties, and seed parameters can degrade safety alignment, enable reproducibility attacks, and bypass content filtering.
samplingtemperaturetop-ptop-ksafety-bypassapi-abuse