Solving the Visibility Crisis: How Trust Agent Bridges the Gap Between Learning and Code
For years, security leaders have invested heavily in secure coding programs, yet a fundamental question remains unanswered: Do we truly know who is committing code, and do they possess the skills required to write, review, and ultimately deliver secure code?
Traditional "shift-left" approaches leave enterprises struggling with massive blind spots when it comes to discovering and onboarding developers for secure coding programs. As program administrators rely on manual checks, spreadsheets and HR org structures to track developer secure coding skills, "shadow developers" who contribute code across critical code bases but lack security proficiency often emerge. This reality severely undermines secure SDLC goals and complicates governance, making it difficult to prove security competency when faced with internal or external reviews.
Secure Code Warrior’s Trust Agent eliminates this risk, transforming your secure coding program into a continuously monitored, verifiable defense that gives CISOs and AppSec leaders the confidence to prove their developers possess the necessary security proficiency required, on every commit.
Continuous Oversight and Assurance with Trust Agent
Without continuous oversight, developer risk remains hidden. Trust Agent delivers ongoing visibility by operationalizing security at the code commit level.
Continuous Developer Discovery: Knowing Your Scope
Before you can secure your codebase, you must know who is touching it.
Trust Agent automatically scans your integrated repositories to discover all active code contributors across your entire codebase. This helps address a critical challenge of onboarding - a continuous process - and answers the question: do you know when new engineers or contractors join, and whether they are receiving immediate, relevant secure coding education? By continuously monitoring commits, we ensure every developer is immediately identified and their secure coding journey can begin, eliminating the typical onboarding delays and ensuring comprehensive program scope.
Verified Competency: Monitoring Code, Not Just Learning Completion
In addition to discovering all code contributors, Trust Agent transforms learning data into hard evidence by continuously monitoring secure coding skills applied in real-time. It provides deep observability by correlating every code commit with the developer's verified language-specific secure coding proficiency.
This is crucial for mandates like PCI DSS 4.0 (Requirement 6.2.2), which specifically calls for secure code training every 12 months in the language or framework developers commits code in. Trust Agent gives you the auditable evidence needed to prove that security competency is aligned with the languages and frameworks used in your critical applications.
In addition, Trust Agent provides immediate insights into your risk posture by pinpointing which teams or code repositories have high volumes of commits from developers without adequate security skills. This visibility enables program administrators to easily assign the right education to the right developers based on the most relevant, real-time data.
Integrated Governance and Policy Control
Ultimately, governance must be applied to truly lower developer security risk. Trust Agent offers the ability to make security proficiency mandatory by moving controls directly into existing dev workflows, with the ability to define commit policies based on your organization's risk tolerance. Trust Agent automates governance directly in the commit workflow, with policy gates that can be configured to log, warn, or block pull requests if a developer's secure coding skill level is insufficient. This integrated governance is the key to truly ensuring security is a requirement and not an optional suggestion.
Securing the Future of Development
The move to verifiable secure coding proficiency is not just about passing audits- at the end of the day, it’s about shipping innovative, secure code. Even or especially with the rise of AI-assisted development, the fundamental principle remains: developers must be security-proficient to truly lower risk. By making developer secure coding competency a measurable requirement, SCW Trust Agent is the critical piece that ensures your organization not only meets compliance and regulatory obligations, but fundamentally strengthens its security posture from within.
To learn more, book a demo or reach out to your Customer Success Manager today!
Trust Agent by Secure Code Warrior solves the secure coding crisis, validating dev proficiency on every commit. It discovers all contributors & automates governance in your dev workflow.
Andrew Johnson, a Sr. Product Marketing Manager at Secure Code Warrior
Secure Code Warrior is here for your organization to help you secure code across the entire software development lifecycle and create a culture in which cybersecurity is top of mind. Whether you’re an AppSec Manager, Developer, CISO, or anyone involved in security, we can help your organization reduce risks associated with insecure code.
Book a demo
Andrew Johnson, a Sr. Product Marketing Manager at Secure Code Warrior
Andrew Johnson, a Sr. Product Marketing Manager at Secure Code Warrior, and a recognized security product leader. He is a past speaker at Black Hat and has advised government agencies on cybersecurity resilience strategies.
For years, security leaders have invested heavily in secure coding programs, yet a fundamental question remains unanswered: Do we truly know who is committing code, and do they possess the skills required to write, review, and ultimately deliver secure code?
Traditional "shift-left" approaches leave enterprises struggling with massive blind spots when it comes to discovering and onboarding developers for secure coding programs. As program administrators rely on manual checks, spreadsheets and HR org structures to track developer secure coding skills, "shadow developers" who contribute code across critical code bases but lack security proficiency often emerge. This reality severely undermines secure SDLC goals and complicates governance, making it difficult to prove security competency when faced with internal or external reviews.
Secure Code Warrior’s Trust Agent eliminates this risk, transforming your secure coding program into a continuously monitored, verifiable defense that gives CISOs and AppSec leaders the confidence to prove their developers possess the necessary security proficiency required, on every commit.
Continuous Oversight and Assurance with Trust Agent
Without continuous oversight, developer risk remains hidden. Trust Agent delivers ongoing visibility by operationalizing security at the code commit level.
Continuous Developer Discovery: Knowing Your Scope
Before you can secure your codebase, you must know who is touching it.
Trust Agent automatically scans your integrated repositories to discover all active code contributors across your entire codebase. This helps address a critical challenge of onboarding - a continuous process - and answers the question: do you know when new engineers or contractors join, and whether they are receiving immediate, relevant secure coding education? By continuously monitoring commits, we ensure every developer is immediately identified and their secure coding journey can begin, eliminating the typical onboarding delays and ensuring comprehensive program scope.
Verified Competency: Monitoring Code, Not Just Learning Completion
In addition to discovering all code contributors, Trust Agent transforms learning data into hard evidence by continuously monitoring secure coding skills applied in real-time. It provides deep observability by correlating every code commit with the developer's verified language-specific secure coding proficiency.
This is crucial for mandates like PCI DSS 4.0 (Requirement 6.2.2), which specifically calls for secure code training every 12 months in the language or framework developers commits code in. Trust Agent gives you the auditable evidence needed to prove that security competency is aligned with the languages and frameworks used in your critical applications.
In addition, Trust Agent provides immediate insights into your risk posture by pinpointing which teams or code repositories have high volumes of commits from developers without adequate security skills. This visibility enables program administrators to easily assign the right education to the right developers based on the most relevant, real-time data.
Integrated Governance and Policy Control
Ultimately, governance must be applied to truly lower developer security risk. Trust Agent offers the ability to make security proficiency mandatory by moving controls directly into existing dev workflows, with the ability to define commit policies based on your organization's risk tolerance. Trust Agent automates governance directly in the commit workflow, with policy gates that can be configured to log, warn, or block pull requests if a developer's secure coding skill level is insufficient. This integrated governance is the key to truly ensuring security is a requirement and not an optional suggestion.
Securing the Future of Development
The move to verifiable secure coding proficiency is not just about passing audits- at the end of the day, it’s about shipping innovative, secure code. Even or especially with the rise of AI-assisted development, the fundamental principle remains: developers must be security-proficient to truly lower risk. By making developer secure coding competency a measurable requirement, SCW Trust Agent is the critical piece that ensures your organization not only meets compliance and regulatory obligations, but fundamentally strengthens its security posture from within.
To learn more, book a demo or reach out to your Customer Success Manager today!
For years, security leaders have invested heavily in secure coding programs, yet a fundamental question remains unanswered: Do we truly know who is committing code, and do they possess the skills required to write, review, and ultimately deliver secure code?
Traditional "shift-left" approaches leave enterprises struggling with massive blind spots when it comes to discovering and onboarding developers for secure coding programs. As program administrators rely on manual checks, spreadsheets and HR org structures to track developer secure coding skills, "shadow developers" who contribute code across critical code bases but lack security proficiency often emerge. This reality severely undermines secure SDLC goals and complicates governance, making it difficult to prove security competency when faced with internal or external reviews.
Secure Code Warrior’s Trust Agent eliminates this risk, transforming your secure coding program into a continuously monitored, verifiable defense that gives CISOs and AppSec leaders the confidence to prove their developers possess the necessary security proficiency required, on every commit.
Continuous Oversight and Assurance with Trust Agent
Without continuous oversight, developer risk remains hidden. Trust Agent delivers ongoing visibility by operationalizing security at the code commit level.
Continuous Developer Discovery: Knowing Your Scope
Before you can secure your codebase, you must know who is touching it.
Trust Agent automatically scans your integrated repositories to discover all active code contributors across your entire codebase. This helps address a critical challenge of onboarding - a continuous process - and answers the question: do you know when new engineers or contractors join, and whether they are receiving immediate, relevant secure coding education? By continuously monitoring commits, we ensure every developer is immediately identified and their secure coding journey can begin, eliminating the typical onboarding delays and ensuring comprehensive program scope.
Verified Competency: Monitoring Code, Not Just Learning Completion
In addition to discovering all code contributors, Trust Agent transforms learning data into hard evidence by continuously monitoring secure coding skills applied in real-time. It provides deep observability by correlating every code commit with the developer's verified language-specific secure coding proficiency.
This is crucial for mandates like PCI DSS 4.0 (Requirement 6.2.2), which specifically calls for secure code training every 12 months in the language or framework developers commits code in. Trust Agent gives you the auditable evidence needed to prove that security competency is aligned with the languages and frameworks used in your critical applications.
In addition, Trust Agent provides immediate insights into your risk posture by pinpointing which teams or code repositories have high volumes of commits from developers without adequate security skills. This visibility enables program administrators to easily assign the right education to the right developers based on the most relevant, real-time data.
Integrated Governance and Policy Control
Ultimately, governance must be applied to truly lower developer security risk. Trust Agent offers the ability to make security proficiency mandatory by moving controls directly into existing dev workflows, with the ability to define commit policies based on your organization's risk tolerance. Trust Agent automates governance directly in the commit workflow, with policy gates that can be configured to log, warn, or block pull requests if a developer's secure coding skill level is insufficient. This integrated governance is the key to truly ensuring security is a requirement and not an optional suggestion.
Securing the Future of Development
The move to verifiable secure coding proficiency is not just about passing audits- at the end of the day, it’s about shipping innovative, secure code. Even or especially with the rise of AI-assisted development, the fundamental principle remains: developers must be security-proficient to truly lower risk. By making developer secure coding competency a measurable requirement, SCW Trust Agent is the critical piece that ensures your organization not only meets compliance and regulatory obligations, but fundamentally strengthens its security posture from within.
To learn more, book a demo or reach out to your Customer Success Manager today!
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Secure Code Warrior is here for your organization to help you secure code across the entire software development lifecycle and create a culture in which cybersecurity is top of mind. Whether you’re an AppSec Manager, Developer, CISO, or anyone involved in security, we can help your organization reduce risks associated with insecure code.
View reportBook a demo
Andrew Johnson, a Sr. Product Marketing Manager at Secure Code Warrior
Andrew Johnson, a Sr. Product Marketing Manager at Secure Code Warrior, and a recognized security product leader. He is a past speaker at Black Hat and has advised government agencies on cybersecurity resilience strategies.
For years, security leaders have invested heavily in secure coding programs, yet a fundamental question remains unanswered: Do we truly know who is committing code, and do they possess the skills required to write, review, and ultimately deliver secure code?
Traditional "shift-left" approaches leave enterprises struggling with massive blind spots when it comes to discovering and onboarding developers for secure coding programs. As program administrators rely on manual checks, spreadsheets and HR org structures to track developer secure coding skills, "shadow developers" who contribute code across critical code bases but lack security proficiency often emerge. This reality severely undermines secure SDLC goals and complicates governance, making it difficult to prove security competency when faced with internal or external reviews.
Secure Code Warrior’s Trust Agent eliminates this risk, transforming your secure coding program into a continuously monitored, verifiable defense that gives CISOs and AppSec leaders the confidence to prove their developers possess the necessary security proficiency required, on every commit.
Continuous Oversight and Assurance with Trust Agent
Without continuous oversight, developer risk remains hidden. Trust Agent delivers ongoing visibility by operationalizing security at the code commit level.
Continuous Developer Discovery: Knowing Your Scope
Before you can secure your codebase, you must know who is touching it.
Trust Agent automatically scans your integrated repositories to discover all active code contributors across your entire codebase. This helps address a critical challenge of onboarding - a continuous process - and answers the question: do you know when new engineers or contractors join, and whether they are receiving immediate, relevant secure coding education? By continuously monitoring commits, we ensure every developer is immediately identified and their secure coding journey can begin, eliminating the typical onboarding delays and ensuring comprehensive program scope.
Verified Competency: Monitoring Code, Not Just Learning Completion
In addition to discovering all code contributors, Trust Agent transforms learning data into hard evidence by continuously monitoring secure coding skills applied in real-time. It provides deep observability by correlating every code commit with the developer's verified language-specific secure coding proficiency.
This is crucial for mandates like PCI DSS 4.0 (Requirement 6.2.2), which specifically calls for secure code training every 12 months in the language or framework developers commits code in. Trust Agent gives you the auditable evidence needed to prove that security competency is aligned with the languages and frameworks used in your critical applications.
In addition, Trust Agent provides immediate insights into your risk posture by pinpointing which teams or code repositories have high volumes of commits from developers without adequate security skills. This visibility enables program administrators to easily assign the right education to the right developers based on the most relevant, real-time data.
Integrated Governance and Policy Control
Ultimately, governance must be applied to truly lower developer security risk. Trust Agent offers the ability to make security proficiency mandatory by moving controls directly into existing dev workflows, with the ability to define commit policies based on your organization's risk tolerance. Trust Agent automates governance directly in the commit workflow, with policy gates that can be configured to log, warn, or block pull requests if a developer's secure coding skill level is insufficient. This integrated governance is the key to truly ensuring security is a requirement and not an optional suggestion.
Securing the Future of Development
The move to verifiable secure coding proficiency is not just about passing audits- at the end of the day, it’s about shipping innovative, secure code. Even or especially with the rise of AI-assisted development, the fundamental principle remains: developers must be security-proficient to truly lower risk. By making developer secure coding competency a measurable requirement, SCW Trust Agent is the critical piece that ensures your organization not only meets compliance and regulatory obligations, but fundamentally strengthens its security posture from within.
To learn more, book a demo or reach out to your Customer Success Manager today!
Table of contents
Andrew Johnson, a Sr. Product Marketing Manager at Secure Code Warrior
Secure Code Warrior is here for your organization to help you secure code across the entire software development lifecycle and create a culture in which cybersecurity is top of mind. Whether you’re an AppSec Manager, Developer, CISO, or anyone involved in security, we can help your organization reduce risks associated with insecure code.
Book a demoDownloadResources to get you started
Trust Agent:AI - Secure and scale AI-Drive development
AI is writing code. Who’s governing it? With up to 50% of AI-generated code containing security weaknesses, managing AI risk is critical. Discover how SCW's Trust Agent: AI provides the real-time visibility, proactive governance, and targeted upskilling needed to scale AI-driven development securely.
The Power of OpenText Application Security + Secure Code Warrior
OpenText Application Security and Secure Code Warrior combine vulnerability detection with AI Software Governance and developer capability. Together, they help organizations reduce risk, strengthen secure coding practices, and confidently adopt AI-driven development.
Secure Code Warrior corporate overview
Secure Code Warrior is an AI Software Governance platform designed to enable organizations to safely adopt AI-driven development by bridging the gap between development velocity and enterprise security. The platform addresses the "Visibility Gap," where security teams often lack insights into shadow AI coding tools and the origins of production code.
Secure code training topics & content
Our industry-leading content is always evolving to fit the ever changing software development landscape with your role in mind. Topics covering everything from AI to XQuery Injection, offered for a variety of roles from Architects and Engineers to Product Managers and QA. Get a sneak peek of what our content catalog has to offer by topic and role.
Resources to get you started
Observe and Secure the ADLC: A Four-Point Framework for CISOs and Development Teams Using AI
While development teams look to make the most of GenAI’s undeniable benefits, we’d like to propose a four-point foundational framework that will allow security leaders to deploy AI coding tools and agents with a higher, more relevant standard of security best practices. It details exactly what enterprises can do to ensure safe, secure code development right now, and as agentic AI becomes an even bigger factor in the future.
