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Agentic AI Security Architecture and Runtime Hardening

Giving an agent tools also gives it ways to make mistakes—or be steered into actions it shouldn't take. We review the runtime, identity, network access, tool permissions and monitoring around the model, then help teams close the gaps.

EXPLORE THE COMPLETE SERVICE

AI Agent Development & Security

Put AI to work. Keep your systems in control.

Assessment method

Agents run with overly broad credentials or share tokens across workflows.

A security architecture and production hardening engagement for teams building agent infrastructure. We review how orchestration, execution, tool access, data access, and monitoring are separated, then design concrete controls for least privilege, containment, and incident response under ambiguous and evolving risk.

01

Boundary to inspect

Agents run with overly broad credentials or share tokens across workflows.

02

Test execution

Agent threat model for tool-using and semi-autonomous workflows, including abuse paths and escalation points.

03

Evidence to capture

Agent-specific threat model and boundary map, focused on execution, tools, identity, and data access.

Discuss agent security

Test plan

Testing and deliverables

Security testing coverage

  • Agent threat model for tool-using and semi-autonomous workflows, including abuse paths and escalation points.
  • Trust boundary review across orchestration, execution workers, data access, and control plane components.
  • Workload identity and least-privilege design: service auth, token scope, federation boundaries, and credential rotation.
  • Runtime isolation strategy: sandboxing, container isolation, filesystem boundaries, and resource limits tied to blast radius.
  • Network policy and egress controls: segmentation, destination allowlists, proxy boundaries, and abuse-aware rate controls.
  • Tool and action authorization design: capability grants, step-up semantics, and audit evidence for delegated actions.
  • Secret exposure surface review: prompt-to-secret paths, tool outputs, logs, tracing, and crash artifacts.
  • Execution telemetry and safety monitoring pipeline review: signal quality, cost, retention, and containment hooks.

Findings and remediation

  • Agent-specific threat model and boundary map, focused on execution, tools, identity, and data access.
  • A control plan for runtime isolation, network policy, and workload identity with implementation notes.
  • Recommendations for tool invocation authorization, auditing, and safe escalation paths.
  • Telemetry and monitoring guidance that supports containment without leaking secrets or overwhelming response teams.
  • A production graduation roadmap: what to ship first, how to roll out, and how to retest controls after changes.

Interactive demonstration

Engineering in practice

Interactive engineering guide

Interactive walkthrough of engineering choices and their tradeoffs.

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HOW THE WORK IS DELIVERED

Expertise you can put to work.

Explore how our engineering and security work moves from discovery to implementation, testing and delivery.

01 / Input

Understand your environment

Agent threat model for tool-using and semi-autonomous workflows, including abuse paths and escalation points.

02 / Verification

Investigate and implement

Trust boundary review across orchestration, execution workers, data access, and control plane components.

03 / Output

Deliver practical results

Agent-specific threat model and boundary map, focused on execution, tools, identity, and data access.

Example deliverable structure

Clear findings. Practical next steps.

01Affected component & scope
02Observed behavior and reproduction
03Impact, preconditions and limits
04Correction, owner and retest
View sample security reports

Our Approach

How we work with your team

Discovery

We review your goals, existing environment and the systems or workflows involved.

Engagement planning

Testing requires written authorization, named targets, allowed techniques and stop conditions. We define the delivery plan and responsibilities together.

Results and handoff

Your team receives the agreed implementation or findings, testing results and a clear next-step plan.

Learn more about our process: Our Approach.

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Next step

Need agent controls that hold up in production?

Email info@demonicbinary.com with the agent workflows, tools, permissions model, and where you are unsure about containment. We will propose a scoped review with concrete controls and rollout guidance.