DryRun Security, the industry’s first AI-native, code security intelligence company, today announced the DeepScan Agent, a new AI-powered capability that delivers full-repository application security reviews in a few hours. The DeepScan Agent provides developers and security teams with senior-level security expertise across entire repositories, without the cost and operational drag of traditional assessments.
AI-enabled software teams ship more code than ever and security struggles to keep pace. Full repository security reviews are typically infrequent, expensive, and slow, often requiring outside consultants or pulling senior engineers off roadmap work. At the same time, traditional static application security testing (SAST) tools generate thousands of alerts that teams must manually triage, which are often inaccurate, leaving real risks either unfound or buried in noise.
Human-grade security reviews, at machine speed
The DryRun Security DeepScan Agent analyzes entire repositories in hours, building a deep understanding of workflows, data relationships, identity, dependencies, and trust boundaries across the application.
This full-repo context allows the DeepScan Agent to surface issues that require application-level reasoning, including:
- Authorization and authentication flaws
- Complex IDORs and multi-tenant isolation failures
- Business logic vulnerabilities
- Secrets exposure buried in large codebases
- Server-side request forgery (SSRF) and internal trust-boundary bypasses
Rather than producing volumes of low-value findings, the DeepScan Agent delivers a focused set of issues ranked by risk, with clear explanations and remediation guidance engineers can act on immediately.
Beyond traditional SAST pattern-based scanning
The DryRun Security DeepScan Agent is intent-first, reasoning about what the code does, how it can fail, and the real-world exploitability of those failures.
This enables security teams to move from scanning artifacts to true code security intelligence, translating raw code signals into actionable, contextual insight across the entire application.
Strengthening security across the development lifecycle
The DeepScan Agent is designed to run whenever teams need fast, full-repository confidence: before major releases, after large refactors, during acquisitions, or when leadership asks, “Are we exposed?”
The application context DeepScan builds also strengthens DryRun Security’s pull request analysis agent, allowing risk to be evaluated based across the whole application.
Availability
The DeepScan Agent is available today to DryRun Security customers and trial users.
To see the DeepScan Agent in action, request a demo.
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This entry was posted on February 3, 2026 at 9:31 am and is filed under Commentary with tags DryRun Security. You can follow any responses to this entry through the RSS 2.0 feed.
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DryRun Security Introduces the DeepScan Agent for Rapid, Full-Codebase Security
DryRun Security, the industry’s first AI-native, code security intelligence company, today announced the DeepScan Agent, a new AI-powered capability that delivers full-repository application security reviews in a few hours. The DeepScan Agent provides developers and security teams with senior-level security expertise across entire repositories, without the cost and operational drag of traditional assessments.
AI-enabled software teams ship more code than ever and security struggles to keep pace. Full repository security reviews are typically infrequent, expensive, and slow, often requiring outside consultants or pulling senior engineers off roadmap work. At the same time, traditional static application security testing (SAST) tools generate thousands of alerts that teams must manually triage, which are often inaccurate, leaving real risks either unfound or buried in noise.
Human-grade security reviews, at machine speed
The DryRun Security DeepScan Agent analyzes entire repositories in hours, building a deep understanding of workflows, data relationships, identity, dependencies, and trust boundaries across the application.
This full-repo context allows the DeepScan Agent to surface issues that require application-level reasoning, including:
Rather than producing volumes of low-value findings, the DeepScan Agent delivers a focused set of issues ranked by risk, with clear explanations and remediation guidance engineers can act on immediately.
Beyond traditional SAST pattern-based scanning
The DryRun Security DeepScan Agent is intent-first, reasoning about what the code does, how it can fail, and the real-world exploitability of those failures.
This enables security teams to move from scanning artifacts to true code security intelligence, translating raw code signals into actionable, contextual insight across the entire application.
Strengthening security across the development lifecycle
The DeepScan Agent is designed to run whenever teams need fast, full-repository confidence: before major releases, after large refactors, during acquisitions, or when leadership asks, “Are we exposed?”
The application context DeepScan builds also strengthens DryRun Security’s pull request analysis agent, allowing risk to be evaluated based across the whole application.
Availability
The DeepScan Agent is available today to DryRun Security customers and trial users.
To see the DeepScan Agent in action, request a demo.
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This entry was posted on February 3, 2026 at 9:31 am and is filed under Commentary with tags DryRun Security. You can follow any responses to this entry through the RSS 2.0 feed. You can leave a response, or trackback from your own site.