UNST33R

#tutorial

5 posts

#security-event (8)#abliteration (7)#red-teaming (6)#vulnerability-analysis (6)#open-models (5)#tutorial (5)#model-selection (5)#agent-security (5)#tools (4)#supply-chain (3)#php (2)#ransomware (1)#llm-infra (1)#ai-agents (1)#ai-red-teaming (1)#disclosure-policy (1)#triage (1)#attack-surface (1)#data-report (1)#threat-intel (1)#inference (1)#llama.cpp (1)#policy (1)#open-weights (1)#rce (1)#announcement (1)#deepseek (1)#benchmarks (1)#tiers (1)#model-safety (1)#primer (1)

Abliteration goes one-click: OBLITERATUS and what industrialized refusal removal changes

A 9k-star toolkit turns refusal-direction research into a one-command pipeline with hosted Spaces and crowdsourced telemetry. The technique genealogy, the method menu, and the supply-chain consequences.

· updated October 27, 2026

Running PyRIT against a multi-model router: practical notes

PyRIT's current API, pointing LiteLLMChatTarget at an OpenAI-compatible router, catalog-wide sweeps, multi-turn attacks, defensible refusal scoring, failure modes, and a pre-launch checklist.

· updated October 27, 2026

Triage 5,000 bulk vulnerability reports for about $50

Anthropic's OSS Scanner sends maintainers thousands of unvalidated model-generated findings. A reproducible triage workflow with cve.now MCP and unst33r-deepseek: normalization, dedup, reachability pre-screen, and a human queue, with per-report cost math.

· updated October 26, 2026

Automated CVE triage and PoC verification with cve.now MCP and unst33r-deepseek

Connect the free cve.now MCP vulnerability feed to an OpenClaw or Hermes security agent backed by unst33r-deepseek to check lockfiles, trace reachable sinks, draft regression PoCs, and budget continuous CVE verification without mid-run refusals.

Running Shannon, Strix, and T3MP3ST without PoC refusals

Why autonomous pentest agents like Keygraph Shannon, Strix, and Pliny's T3MP3ST stall on safety-tuned APIs during PoC verification, and how to wire them to unst33r-deepseek and unst33r-flash.