noctis·RESEARCH·v4.1.2 ADVERSARIAL·AI·RED·TEAM
AI SAFETY & ADVERSARIAL RESEARCH DIVISION — EST. 2019

Break the Model.
Before Someone Else Does.

Noctis Research operates at the frontier of adversarial AI. We red team large language models, agentic systems, and AI pipelines — finding the failures your safety evals never will.

SHELL
1,200+ MODELS RED TEAMED
94% BYPASS RATE vs GUARDRAILS
48h MEAN TIME TO JAILBREAK
62+ SAFETY BYPASSES DISCLOSED
LIVE INTEL
GPT-class model jailbreak — SYSTEM PROMPT EXTRACTION confirmed Prompt injection in agentic pipeline — TOOL ABUSE achieved Noctis finding: RLHF reward hacking via ADVERSARIAL SUFFIX Multi-modal attack vector: image-embedded instruction BYPASS [PATCHED] Model inversion — training data exfiltration via MEMBERSHIP INFERENCE Supply chain: poisoned fine-tune dataset in HuggingFace repo flagged GPT-class model jailbreak — SYSTEM PROMPT EXTRACTION confirmed Prompt injection in agentic pipeline — TOOL ABUSE achieved Noctis finding: RLHF reward hacking via ADVERSARIAL SUFFIX Multi-modal attack vector: image-embedded instruction BYPASS [PATCHED] Model inversion — training data exfiltration via MEMBERSHIP INFERENCE Supply chain: poisoned fine-tune dataset in HuggingFace repo flagged
TRUSTED BY CLEARED OPERATORS — CLIENT IDENTITIES REDACTED PER NDA
// 01 Capability Matrix
MODULE_01
Jailbreak & Safety Bypass

Systematic adversarial prompting, multi-turn manipulation, and roleplay-based bypass against safety-tuned models — including closed-weight frontier systems.

COVERAGE: GPT, Claude, Gemini, Llama, Mistral
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MODULE_02
Prompt Injection & Agent Hijack

Indirect prompt injection via tool outputs, web content, and memory stores — escalating to full agent goal hijack, credential theft, and unauthorised action execution.

VECTOR COVERAGE: Direct, Indirect, Multi-hop
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MODULE_03
Agentic Pipeline Stress Testing

End-to-end red teaming of autonomous AI agents — tool misuse, context poisoning, reward hacking, and privilege escalation across multi-agent orchestration frameworks.

FRAMEWORKS: LangChain, AutoGen, CrewAI, Custom
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MODULE_04
Model Inversion & Data Extraction

Membership inference attacks, training data reconstruction, and system prompt exfiltration — quantifying what your model leaks about proprietary data and instructions.

RISK: PII leakage, credential exposure, IP theft
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MODULE_05
Fine-Tune & Supply Chain Attacks

Backdoor injection via poisoned fine-tuning datasets, adversarial model weights, and compromised adapters — validating your AI supply chain from base model to deployment.

SURFACES: HuggingFace, LoRA, RLHF pipelines
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MODULE_06
Multimodal & RAG Attack Surfaces

Image-embedded instruction bypass, audio adversarial inputs, and RAG knowledge-base poisoning — attacking the full input surface of production AI systems.

MODALITIES: Text, Vision, Audio, Documents, RAG
// 02 Engagement Protocol
PHASE_01
Threat Modelling
NDA execution, system architecture review, AI stack mapping, access provisioning, and adversary persona construction tailored to your deployment context.
PHASE_02
Surface Enumeration
Full input surface mapping — prompts, tools, memory, RAG corpora, APIs, plugins, and multi-agent message channels. Zero assumptions about what's reachable.
PHASE_03
Adversarial Probing
Automated + manual attack execution: jailbreaks, injection chains, goal hijacking, reward hacking, and cross-context escalation across all enumerated surfaces.
PHASE_04
Impact Validation
Exploitability scoring, harm classification, data leakage quantification, and downstream consequence mapping — demonstrating real-world business risk, not theoretical findings.
PHASE_05
Debrief & Hardening
Encrypted report delivery, AI safety team briefing, prompt defence recommendations, guardrail tuning guidance, and optional re-evaluation after fixes.
// 03 Live AI Attack Simulation
noctis-agent — ai-redteam v4.1.2 — [LIVE] ● PROBING
// 04 Declassified Engagements
// 05 Operator Roster
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0xVAULT
LEAD — ADVERSARIAL AI RESEARCH
SC CLEARED
12 years ML security research. Former DeepMind safety team. Specialist in reward model exploitation, RLHF subversion, and frontier model jailbreak methodology.
FINDINGS PUBLISHED: 34
WRAITH_SIX
PRINCIPAL — AGENT SECURITY
TS/SCI
Agentic pipeline attack specialist. Published researcher on indirect prompt injection, multi-agent privilege escalation, and tool-use abuse in autonomous AI systems.
FINDINGS PUBLISHED: 19
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CIPHER_NULL
SENIOR — MODEL INVERSION
DV CLEARED
Membership inference and training data extraction. Reverse-engineered safety classifiers for four frontier labs. Expert in differential privacy failures and gradient leakage.
FINDINGS PUBLISHED: 11
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SPECTER_IO
SENIOR — MULTIMODAL ATTACKS
SC CLEARED
Adversarial inputs across vision, audio, and document modalities. Maintains Noctis multimodal attack corpus — 4,800+ tested adversarial patches and instruction-hijack payloads.
FINDINGS PUBLISHED: 8
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REDPILL_7
ENGINEER — AI SUPPLY CHAIN
BPSS
Architect of Noctis fine-tune poisoning and dataset integrity platform. Specialises in backdoor trigger insertion, HuggingFace supply chain monitoring, and LoRA adapter attacks.
FINDINGS PUBLISHED: 5
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DARKNODE_Ω
ANALYST — RAG & RETRIEVAL ATTACKS
SC CLEARED
RAG knowledge-base poisoning, vector store injection, and retrieval manipulation. Mapped 200+ production RAG architectures across enterprise and government deployments.
FINDINGS PUBLISHED: 13
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KRONOS_X
OPERATOR — AI RED TEAM
DV CLEARED
End-to-end AI red team delivery. Social engineering via LLM impersonation, deepfake-assisted phishing, and human-AI trust exploitation. 50+ AI red team engagements delivered.
FINDINGS PUBLISHED: 7
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[ REDACTED ]
CLASSIFIED ROLE
TS/SCI + SAP
Identity and specialisation withheld under operational security protocol. Engaged exclusively on sovereign AI infrastructure evaluations. Available to cleared Enterprise clients only.
FINDINGS PUBLISHED: ███
// 06 Access Tiers
TIER_01
Pro
$ 4,800
/ OPERATOR / MONTH — BILLED ANNUALLY
  • Automated jailbreak scanning — 5 model endpoints
  • Prompt injection surface enumeration
  • Monthly adversarial prompt library — 840+ templates
  • Safety classifier bypass report
  • Risk-tiered findings export — PDF + JSON
  • API access — 50,000 req/month
  • Email & Signal support — 48h SLA
  • Agentic pipeline red team
  • Bespoke attack development
  • Dedicated researcher
PGP-SIGNED LICENCE · 30-DAY EVAL ON REQUEST
TIER_03
Enterprise
CLASSIFIED
/ CUSTOM RETAINER — CONTACT FOR SCOPING
  • Everything in Business
  • Dedicated AI red team cell — embedded researchers
  • Full fine-tune & supply chain poisoning assessment
  • Bespoke jailbreak & bypass development
  • Model inversion & data exfiltration quantification
  • Pre-launch safety evaluation — regulatory alignment
  • 24/7 incident response retainer — AI misuse events
  • Quarterly adversarial simulation — board-level briefing
  • EU AI Act, NIST AI RMF, ISO 42001 compliance mapping
  • Unlimited API — on-prem or air-gapped deployment
SOVEREIGN CLIENTS · CLEARED PERSONNEL ONLY · NDA + VETTING
// 07 Secure Channel

AI red team engagements, pre-launch safety evaluations, and vulnerability disclosures are handled through encrypted communications only. All findings governed by responsible disclosure policy. PGP key available on keyserver.

// PGP FINGERPRINT A1B2 C3D4 E5F6 7890 1234 5678 9ABC DEF0
// SECURE ONION noctis7xyzresearch.onion
// SIGNAL Available on request
FIELD REQUIRED — VALID EMAIL NEEDED
MESSAGE REQUIRED — MINIMUM 10 CHARS
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ISO 42001 ALIGNED
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EU AI ACT READY
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NIST AI RMF MAPPED
SOC2 TYPE II
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GDPR ARTICLE 32
CVD POLICY ACTIVE
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E2E PGP ENCRYPTED