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Seguridad y gobernanza

Autonomía segura, autorización, auditoría y aplicación de políticas.

23 artículos

Seguridad y gobernanza

Remediación de IA gobernada: corregir software sin perder el control

Por qué la remediación es la parte más difícil de la fiabilidad autónoma, y cómo las empresas pueden adoptar correcciones con IA de forma segura.

Equipo de Fiabilidad de Zof11 min de lectura
Seguridad y gobernanza

The Security Debt Crisis: AI Writes Code Faster Than You Can Secure It

AI now writes a large share of enterprise code, and it introduces critical flaws faster than scanner-and-ticket workflows can resolve them. Security debt compounds, regulatory exposure rises, and the answer is governed continuous validation, not more alerts.

Equipo de Fiabilidad de Zof13 min de lectura
Seguridad y gobernanza

A Reachability Model for AppSec: From Alerts to Velocity

Severity rates a vulnerability in isolation; reachability tells you whether it is exploitable in your running system. A reachability-driven model can cut exploitable exposure 70-90% while accelerating remediation.

Equipo de Fiabilidad de Zof14 min de lectura
Seguridad y gobernanza

Agents Propose, Humans Authorize: A Reference Architecture for Governed Autonomy

A reference architecture for letting agents act on production safely: the four control surfaces, policy, approval, evidence, attribution, and how they wire into the loop.

Equipo de Fiabilidad de Zof8 min de lectura
Seguridad y gobernanza

More Models Won't Save You: Why AI-Generated Code Needs a Control Layer, Not Smarter Autocomplete

Better code generation can't validate its own output. Why AI-written code needs a governed control layer that maps, tests, and proves every change.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

Code Without Provenance: The Real Risk When 41% of Your Codebase Has No Author

When 41% of your codebase has no author, the real risk isn't bugs, it's lost intent. How a System Graph restores the provenance AI-generated code strips away.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

The Audit Trail Is the Product: Evidence-Grade Logging for Autonomous Agents

Why the audit trail is the primary system of record for autonomous agents in fintech, and how to make it evidence-grade: attributable, complete, and tamper-evident.

Equipo de Fiabilidad de Zof8 min de lectura
Seguridad y gobernanza

The Governed-Autonomy Readiness Checklist for Regulated Industries

A pre-deployment checklist for compliance and risk officers evaluating governed autonomous agents in healthcare: policy-as-code, scoped permissions, signed capsules, attribution, and a kill switch.

Equipo de Fiabilidad de Zof8 min de lectura
Seguridad y gobernanza

Governing Customer-Owned Agents: Control-Layer Patterns for Mixed Agent Fleets

A platform engineer's guide to governing mixed agent fleets: how one control plane authorizes your agents and vendor agents alike, without trusting either by default.

Equipo de Fiabilidad de Zof8 min de lectura
Seguridad y gobernanza

Glossary of Governed Autonomy: Policy, Approval, Attribution, and Blast Radius

A precise glossary of governed autonomy for engineering leaders: define policy, approval, attribution, and blast radius so you can evaluate agent control planes on substance.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

How to Measure Governance Overhead Before It Kills Your Velocity

Governance that can't prove its value gets dismantled. Three KPIs, approval latency, override rate, and blast-radius-contained incidents, show whether controls help or just slow you down.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

Separation of Duties for AI Agents: Who Proposes, Who Authorizes, Who Is Accountable

A CISO's framework for applying separation of duties to AI agents: why the proposing agent can never authorize its own change, and who stays accountable.

Equipo de Fiabilidad de Zof8 min de lectura
Seguridad y gobernanza

Approval Gates That Don't Become Bottlenecks: Designing Autonomy Tiers for Engineering Teams

A practical guide for engineering managers to design read-only, propose-only, and auto-apply-with-rollback autonomy tiers that add confidence without adding queue time.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

Why 80% of Developers Bypass Policy, and What That Means When the Developer Is an Agent

~80% of developers bypass policy. When the developer is an agent, advisory governance becomes a threat model. Why control must move to the action layer.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

12 Ways AI Coding Assistants Quietly Introduce Critical Flaws

Industry research finds ~45% of AI coding tasks introduce critical flaws. Here are 12 concrete ways that happens, and how to govern it.

Equipo de Fiabilidad de Zof8 min de lectura
Seguridad y gobernanza

Kill Switches and Circuit Breakers: Designing Graceful Stand-Down for Reliability Agents

An SRE's guide to designing kill switches, circuit breakers, and graceful stand-down so reliability agents fail safe instead of failing open.

Equipo de Fiabilidad de Zof8 min de lectura
Seguridad y gobernanza

Your SAST Scanner Wasn't Built for AI-Generated Code. Here's What Reachability Changes.

SAST scanners flood the backlog when most code is AI-generated. Learn how reachability-driven triage cuts exploitable exposure by 70-90% instead of alert volume.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

Security Debt Is the New Technical Debt, and AI Is Compounding It Daily

Security debt is a measurable, accruing liability that AI copilots compound daily. A definition, a model to track it, and how governed remediation pays it down.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

The $2.41T Question: What Poor Software Quality Costs When AI Writes the Code

AI now writes ~41% of code, and ~45% of those tasks introduce critical flaws. Here's a CFO-legible model for what poor software quality actually costs.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

We Verified What an AI Coding Agent Shipped for Two Weeks. The Loop Caught What Review Missed.

A case-study walkthrough of running the Understand-Test-Reproduce-Remediate-Verify loop on two weeks of AI-generated commits, and the defects it caught that PR review missed.

Equipo de Fiabilidad de Zof8 min de lectura
Seguridad y gobernanza

From Prompt to PR: The Checklist for Letting AI Write Production Code Safely

A control-layer checklist for platform engineers: the provenance, validation, reachability, approval, and evidence gates an AI-authored change must clear before merge.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

41% AI Codebases Shatter Legacy QA Assumptions

Explore how AI-generated code is challenging and transforming traditional QA practices.

Equipo de Fiabilidad de Zof7 min de lectura
Seguridad y gobernanza

Why 80% of Developers Bypass Security Policy, and Why Blaming Them Misses the Point

~80% of developers bypass security policy. For CISOs, that's a control-design failure, not a discipline problem. Why advisory governance fails at AI scale, and the fix.

Equipo de Fiabilidad de Zof7 min de lectura
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