Security Review Agent

Review source-code risks, explain findings and verify remediation with a follow-up scan.

Security Review Agent operating in a Singapore SME workplace with human oversight

The business problem

Security findings are difficult to explain, prioritise and track through remediation.

Security Review Agent combines repeatable scanning with contextual explanation. It helps product teams understand why a finding matters, who owns the fix and whether remediation was effective before delivery.

The expected outcome

A repeatable review record with evidence, ownership and fix validation.

Where it fits.

Begin with a bounded process where source information, decisions and exceptions can be clearly defined.

Pre-release review

Check approved source code against an agreed security scope before deployment.

Finding triage

Organise evidence, likely impact and remediation guidance for developer review.

Fix validation

Repeat relevant checks and document whether the identified issue remains.

An inspectable workflow.

Routine processing is automated while decisions and exceptions remain visible.

01Establish scope

Configured around approved data, business rules and an accountable review point.

02Run deterministic checks

Configured around approved data, business rules and an accountable review point.

03Review code context

Configured around approved data, business rules and an accountable review point.

04Validate fixes

Configured around approved data, business rules and an accountable review point.

Inputs and connections

  • Approved source code
  • Technical documentation
  • Scan rules
  • Review scope

Human review

Development teams make code changes. FreedomX provides analysis and validation.

Controls to agree

  • Customer-approved repositories and review scope only
  • Findings require contextual validation before action
  • Developers own code changes and deployment decisions

Start controlled. Expand with evidence.

FreedomX agrees repositories, languages, exclusions and handling requirements with the customer. Deterministic scanning results are reviewed in code context, then findings are prioritised with the delivery team and retested after remediation.

FreedomX configures and manages the workflow. Customer-designated owners retain final authority over sensitive actions and business decisions.

What to measure

  • Validated findings resolved before release
  • Time from finding to assigned owner
  • Fix validation pass rate

Before deployment.

The answers shape scope, integration effort and the level of human control.

Is this a penetration test?

No. Source-code review and penetration testing serve different purposes. FreedomX defines the exact assessment boundary before work begins.

Does the agent change our code?

No. It provides analysis and validation. Your development team reviews and implements changes.

What does FreedomX need to scope the Security Review Agent?

We begin with the process owner, a representative set of approved source code, technical documentation, scan rules, the current workflow and the decisions that must remain with people. Discovery confirms the exact data, permissions and integration boundary before a pilot is proposed.

How will we know whether the Security Review Agent is working?

The pilot establishes a baseline and tracks practical measures such as validated findings resolved before release, time from finding to assigned owner, fix validation pass rate. FreedomX reviews quality, exceptions and human intervention before recommending a wider rollout.

Plan the first workflow.

Use these practical guides to define the use case, controls and evidence required for a responsible pilot.

AI agent guide

What is an AI agent?

Understand how an agent differs from a chatbot or fixed automation.

Read the guide

Pilot planning

Choose the first workflow

Compare candidate processes using value, data readiness, risk and measurement.

Use the five tests

Deployment readiness

Check the operating controls

Review ownership, permissions, human approval and monitoring before launch.

Open the checklist

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