Autonomous Remediation

Automated remediation is close to technically solved and organizationally stalled — most teams won’t let software change production without a human in the loop. These articles cover what makes autonomous fixes trustworthy: dependency awareness, blast-radius prediction, policy control, and rollback that works every time.

Anthropic’s AI Warning: Pacing the Frontier Is Not a Security Control

Anthropic’s AI Warning: Pacing the Frontier Is Not a Security Control

Dario Amodei just made the most consequential call yet for slowing AI down. Buried in it were security concerns every CISO should know. The exploits weren't new: unauthenticated service, leaked tokens, unsafe file parsing, secrets on a production worker.

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A digital graphic with charts, a cracked clock showing 22 seconds, and the text: “What Is Risk-Aware Trust And How Can It Be Operationalized?” and “Threat actor initial access.” This visual highlights the importance of risk-aware operational trust in addressing threat actors’ initial access.

The Shift to Risk-Aware Operational Trust

Autonomous remediation will succeed or fail on more than model capability. It will depend on whether security teams can prove that a proposed change is safe, bounded, reversible, and durable in production.

Ilan Mintz
Ilan Mintz
Sep 15, 2026 | 9 min read
A digital illustration shows a laptop with overlaid text: “Blind spots to you, mined spots to attackers. Automate fixes without operational risk.” The header reads “Endpoint Remediation Is A Change-Control Problem,” highlighting how effective endpoint remediation is essential for minimizing threats while maintaining operational stability.

Automating Endpoint Remediation Without Operational Risk

From patches and configuration changes to software removal, the devil is in the details when it comes to remediating endpoints. Here we look at the role played by impact analysis, controlled execution, verification, and rollback in preventing operation disruption.

Ilan Mintz
Ilan Mintz
Sep 3, 2026 | 9 min read

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Diagram showing a laptop with patching and hardening alongside Vulnerability and Configuration Management tools, a magnifier on risk found, and a shield labeled blind spot under the text “Embracing Comprehensive Coverage and Integrated Insights.”.

The Value of Unified Vulnerability and Configuration Management

Separating vulnerability patching from configuration hardening creates a widening exposure gap and severe operational drag. Learn how borrowing principles from DevOps allows security teams to unify exposure intelligence and enforce continuous, safe remediation.

Yaron Bialik
Yaron Bialik
Aug 30, 2026 | 8 min read
A digital graphic with the text “Patch Autonomy Requires Good Governance” and visuals of policy enforcement, automated patch management, and rollback mechanisms in a futuristic style.

Pushing the Boundaries of Automated Patch Management

Critical exposure windows remain open for 70+ days because patch deployment is rarely simple. Remedio breaks down the framework for mapping vulnerabilities into confidence classes, establishing policy-bounded guardrails, and safely removing human delays.

Mor Bikovsky
Mor Bikovsky
Aug 17, 2026 | 5 min read
A robotic hand interacts with a digital interface displaying charts and blocks, beneath the text: “The Transition from VA to VM Never Happened. Now What?”—highlighting the crucial differences between vulnerability assessment vs vulnerability management.

Between Vulnerability Assessment & Vulnerability Management

The industry's come a long way in finding vulnerabilities and building workflows around the findings. The missing part is operational. Effective vulnerability management must support safe, speedy, and continuously enforced change.

Ilan Mintz
Ilan Mintz
Aug 12, 2026 | 10 min read
A digital server illustration featuring flowcharts, a warning symbol, and elements of dependency mapping appears under the text “Moving fast means moving smart” on a blue grid background.

Why Dependency Mapping Is Key to Remediation Velocity

Security teams struggle to pursue remediations without placing the business in the crosshairs. Dependency mapping closes that gap by connecting security findings to runtime behavior, service relationships, workflows, and business impact.

Mor Bikovsky
Mor Bikovsky
Aug 6, 2026 | 7 min read
A digital graphic shows a handshake between two glowing hands, connecting “Safe Fixes” and “Business Aware,” with the phrase “At the Intersection of Understanding & Action, There’s Progress.” Subtly woven into the imagery is the concept of autonomous remediation, highlighting how seamless collaboration can drive proactive solutions.

Autonomous Remediation Is Coming Fast. Trust Will Decide Who Wins.

The next battleground isn’t speed alone, but an embrace of business-aware control that allow operators to reduce exposure decisively, safely, and at scale through autonomous remediation.

Mor Bikovsky
Mor Bikovsky
Aug 5, 2026 | 5 min read
3-known-risk-continuous-risk-reduction

For Continuous Risk Reduction, Start With 3 Cyber Problems

Most cyber risk isn’t unknown, it’s unresolved. Identity drift, exposed remote access, and shadow AI keep known exposures alive. Here's how continuous risk reduction can close the gap.

Ilan Mintz
Ilan Mintz
Jul 22, 2026 | 7 min read
Illustration of a hand toppling a block tower next to a shielded globe, captioned 'Why security takes the blame for failures of operational confidence'

Is Needless Security Strangling Your Business?

Fragmented enforcement, protracted workflows, complicated change management, and unknown impact slow down your business. Safe, dependency-aware remediation are essential to reducing exposure without disrupting the business.

Ilan Mintz
Ilan Mintz
Jul 14, 2026 | 5 min read
Illustration of server racks flowing into a crystalline vortex, captioned 'What Mythos teaches us about observation and operationalization'

Why Mythos Makes Safe Remediation a Strategic Security Priority

For years, detection stacks grew, triage workflows expanded, ticket queues became normal, and patch windows stretched. Today, finding vulnerabilities is no longer the hard part. Safe remediation is.

Ran Shiftan
Ran Shiftan
Jul 7, 2026 | 5 min read

Configuration Debt: The Hidden Risk Undermining Enterprise Security

This article explains how configuration debt increases breach risk, weakens compliance, and creates operational drag. It also explains why continuous, safe remediation is the only reliable way to pay it down, and provides some guidance or so doing.

Ilan Mintz
Ilan Mintz
Jul 5, 2026 | 9 min read