Adversarial Synth // AI Security Research

active_exploits & documentation

Category: [log-override & synth-gaslighting] // Date: 2026.05.14

Bypassing Layer-7 Machine Alignments via Secondary Context Inflation

We intercepted and audited a premier enterprise LLM gateway. By inflating the hidden system wrapper token weights, we successfully coerced the synthetic logic engine into deploying non-sanitized raw payloads.

synth-root@exploit_vector:~# python3 jailbreak_inflation.py --target neural-grid-v4
[!] Injecting artificial tensor drift... SUCCESS
[*] Override Payload Accepted. Bypassing Core Directives...

Category: [data-corrupt & vector-bleed] // Date: 2026.04.29

Vector-Bleed: Poisoning Local Latent Sub-spaces in Cluster Architectures

An analysis of adversarial vulnerability within vector retrieval pipelines. By introducing mathematical anomalies into the training vector lattices, we caused global classifications to drift invisibly.