UNST33R

#red-teaming

6 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)

· updated October 27, 2026

Best uncensored AI models for authorized security testing (2026)

A selection guide to uncensored and abliterated LLM tiers for red-team harnesses: Vals AI security benchmarks, per-token pricing, tool calling, a runnable probe loop, and FAQ.

· 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

Why multi-agent harnesses fail differently: an attack-surface primer

Single-agent red-team methods lose fidelity against multi-agent systems. The structural reasons, a per-hop testing method, hop telemetry schemas, and a cost model that keeps wide harnesses affordable.

OpenAI API alternatives: UNST33R vs OpenRouter for security testing

A reproducible comparison of UNST33R, OpenRouter, and the OpenAI API across models, token prices, policy scope, and authorized security workloads.

Refusal friction in approved programs: what security teams told Reddit

An r/cybersecurity thread on open-weight models for red teaming drew operators frustrated by refusals inside vendor-approved programs. A field summary and where a router fits.

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.