Independent AI systems studio

Intelligence,
refactored.

We design AI systems that perform in the real world—and engineer the security, governance, and control required to trust them there.

Build what’s next ↗ Explore capabilities
Secure by designPrivate by defaultBuilt for operations
AIREFACTORY AI BUILT TO BE TRUSTED
01 BUILD
02 SECURE
03 DEPLOY
04 GOVERN
05 DEFEND
06 ATTACK
AI SYSTEMS
AGENTIC WORKFLOWS
CYBERSECURITY
PRIVATE AI
AUTOMATION

Services & capabilities

From possibility
to production.

Focused engagements or full-lifecycle delivery. Every system is designed around your environment, risk profile, and operational reality.

01 / SECURITY

AI Cybersecurity

Protect models, agents, data pipelines, and AI-enabled applications across their full attack surface.

  • AI threat modeling
  • Agent & RAG security
  • Guardrail architecture
02 / ADVERSARIAL

AI Penetration Testing

Adversarial testing for prompt injection, data leakage, tool abuse, unsafe autonomy, and boundary failures.

  • Red-team exercises
  • Attack-path analysis
  • Actionable remediation
03 / ENGINEERING

AI Systems Development

Custom AI applications and decision systems engineered for measurable real-world impact.

04 / ORCHESTRATION

Agentic Workflows

Multi-agent systems with bounded autonomy, observability, human control, and reliable handoffs.

05 / SOVEREIGNTY

Local Models & Private AI

Deploy and optimize local LLMs for privacy, performance, resilience, and control.

06 / ASSURANCE

AI Governance & Evaluation

Risk controls, model evaluation, audit-ready evidence, and lifecycle governance that keep pace with innovation.

07 / CONNECTION

Integration & Automation

Connect models, APIs, tools, and enterprise data to streamline operations without creating fragile complexity.

08 / FRONTIER

Emerging AI Services

Rapid evaluation and prototyping for new models, multimodal systems, synthetic data, and machine-native workflows.

Customized defensive AI cyber warfare agents

DEFENSE GRID // ACTIVE

Fight fire
with fire.

Attackers already use automation, adaptive reconnaissance, and machine-speed exploitation. We build coordinated defensive agent fleets that detect, reason, contain, and respond at the same speed—inside boundaries you control.

DEFENSIVE BY DESIGNHuman governedEvidence preservedAuthority bounded
Design your agent fleet ↗
CUSTOM AGENT FLEET06 UNITS / COORDINATED
A-01SENTINEL

Continuously watches model, data, identity, retrieval, and tool boundaries for hostile behavior.

MONITOR
A-02HUNTER

Correlates weak signals, reconstructs attack paths, and identifies adversarial coordination.

DETECT
A-03INTERCEPTOR

Isolates malicious execution, blocks propagation, and protects trusted systems in real time.

CONTAIN
A-04ADJUDICATOR

Verifies evidence, preserves the audit chain, and escalates consequential decisions to people.

GOVERN
A-05BASTION

Reinforces controls, deploys adaptive countermeasures, and restores trusted operations under pressure.

DEFEND
A-06RED CELL

Conducts authorized adversarial simulation against systems you own to expose weaknesses before attackers do.

ATTACK
YOUR ENVIRONMENTYOUR RULESYOUR CONTROL
Three coordinated defensive AI agents shielding a trusted intelligence core from a red adversarial swarm

Adversarial AI defense

Defend at
machine speed.

AI systems create machine-speed attack paths. We design defensive agents that continuously observe model, data, identity, and tool boundaries—then coordinate to contain threats before they propagate.

  1. 01

    Sense continuously

    Watch prompts, models, retrieval, tools, identities, and data flows as one attack surface.

  2. 02

    Coordinate autonomously

    Let specialized agents share evidence and respond within tightly governed boundaries.

  3. 03

    Contain by design

    Isolate hostile behavior, protect trusted assets, and preserve human control.

  4. 04

    Prove resilience

    Continuously test defenses against adaptive attacks and emerging failure modes.

AI-R // SECURITY POSTUREACTIVE DEFENSE

ATTACK SURFACEMODEL · DATA · TOOLS · IDENTITY

TEST LAYERSAPPLICATION · AGENT · INFRASTRUCTURE

OUTPUTEVIDENCE · PRIORITY · REMEDIATION

Security for intelligent systems

Test the system
you actually built.

Traditional application security sees only part of an AI system. We examine how models, prompts, retrieval, tools, identities, permissions, and human decisions interact—then test the paths an attacker would exploit.

Prompt injectionData exfiltrationTool misusePrivilege escalationModel behaviorAgent boundaries

Start a conversation

Have a difficult
AI problem?

Bring the ambition, the uncertainty, or the system that isn’t behaving. We’ll find the clearest path forward.

chris@ai-refactory.com ↗
+1 702 569 1520 LinkedIn ↗