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10 best AI governance tools for 2026 to manage models, data, and risk
October 9, 2026

10 best AI governance tools for 2026 to manage models, data, and risk

The best AI governance tools for 2026 are Upwind, IBM watsonx.governance, Credo AI, Microsoft Purview, OneTrust AI Governance, Collibra, ModelOp, Fiddler AI, Arthur and an open-source stack built on MLflow, Fairlearn and NVIDIA NeMo Guardrails. Each one covers a different part of model, data and runtime risk. AI governance tools inventory AI systems, enforce policy…
Top 10 AI security risks in 2026, and how to defend against them
October 9, 2026

Top 10 AI security risks in 2026, and how to defend against them

The top 10 AI security risks in 2026 are prompt injection, training-data and RAG poisoning, data leakage through prompts and connectors, overpermissioned AI agents, model theft and API abuse, shadow AI, insecure third-party AI integrations, deepfake-enabled fraud, AI-accelerated exploitation, and governance failures. You defend against them with the same foundations that protect the cloud: an…
LLM security: the top risks to large language models and how to mitigate them
October 9, 2026

LLM security: the top risks to large language models and how to mitigate them

LLM security is the practice of protecting large language models, and the prompts, data, retrieval pipelines, tools, agents and cloud infrastructure around them, from attacks such as prompt injection, data leakage, poisoning, excessive agency and resource abuse. It covers the full lifecycle: data collection, training and fine-tuning, evaluation, deployment, inference, monitoring and incident response.LLM security…
AI agent security: the top risks and how to protect autonomous agents in the cloud
October 8, 2026

AI agent security: the top risks and how to protect autonomous agents in the cloud

Autonomous AI agents hold cloud identities, tools, data and network access, and AI agent security is the work of stopping attackers from manipulating them into misusing that access. The top risks are indirect prompt injection, tool misuse, overprivileged identity, data exfiltration, memory poisoning, insecure MCP and tool integrations, cross-agent privilege chaining, runtime drift and compromised…
What is a data security platform? Capabilities, use cases, and how to choose one
October 8, 2026

What is a data security platform? Capabilities, use cases, and how to choose one

A data security platform is a unified system that discovers where an organization's sensitive data lives, classifies it, maps who and what can access it, prioritizes the riskiest exposures, and enforces or automates the controls that protect it across cloud, SaaS, and on-premises environments. It replaces a patchwork of scanners, DLP rules, and spreadsheets with…
Top 10 DSPM vendors for 2026 and how to evaluate them
October 6, 2026

Top 10 DSPM vendors for 2026 and how to evaluate them

The top 10 DSPM vendors for 2026 are Upwind, Wiz, Palo Alto Networks Cortex Cloud, Microsoft Defender for Cloud, Varonis, Cyera, BigID, Sentra, Securiti and Zscaler, and buyers should evaluate them on five criteria: discovery coverage, classification accuracy, identity-to-data context, remediation depth and controls over how AI systems use sensitive data. Beyond those basics, the…
10 best AI security tools for 2026 to protect models, agents, and data
October 6, 2026

10 best AI security tools for 2026 to protect models, agents, and data

The 10 best AI security tools for 2026 are Upwind, Wiz, Palo Alto Networks Cortex Cloud, Prisma AIRS, Microsoft Defender for Cloud, Microsoft Defender for Cloud Apps, Microsoft Defender XDR, Microsoft Sentinel, AWS native security services (GuardDuty, Inspector and Security Hub) and Google Security Command Center. Each one covers a different layer of the AI…
What is DSPM? How data security posture management finds and protects sensitive cloud data
October 5, 2026

What is DSPM? How data security posture management finds and protects sensitive cloud data

DSPM (data security posture management) is a data-centric security discipline that continuously discovers, classifies and monitors sensitive data across cloud, SaaS, hybrid and on-premises environments, then shows who can access it, how exposed it is and what to fix first. CSPM hardens the infrastructure. DSPM starts from the data itself: the customer table in Snowflake,…
G-133 What is AI Data Poisoning?
June 18, 2025

What is AI Data Poisoning?

Data poisoning has been called generative AI’s “silent killer.” After all, a little erroneous data in a model that’s hungry for more and more data points has the oversized power to problematically reroute how artificial intelligence responds with manipulated advice and predictions. And that poor advice can undermine business decisions, medical care, or other critical…
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May 7, 2025

What is AI SPM? AI security posture management explained

Updated on October 5, 2026AI services often reach production before anyone inventories them, and AI SPM (AI security posture management) exists to close that gap. It is the practice of continuously discovering every AI asset in your environment and assessing its configuration, permissions and exposure so you can fix risk before attackers use it. Those…
10 best AI governance tools for 2026 to manage models, data, and risk

10 best AI governance tools for 2026 to manage models, data, and risk

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The best AI governance tools for 2026 are Upwind, IBM watsonx.governance, Credo AI, Microsoft Purview, OneTrust AI Governance, Collibra, ModelOp, Fiddler AI, Arthur and an open-source stack built on MLflow, Fairlearn and NVIDIA NeMo Guardrails. Each one covers a different part of model, data and runtime risk. AI governance tools inventory AI systems, enforce policy…
Read More
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Top 10 AI security risks in 2026, and how to defend against them

Top 10 AI security risks in 2026, and how to defend against them

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The top 10 AI security risks in 2026 are prompt injection, training-data and RAG poisoning, data leakage through prompts and connectors, overpermissioned AI agents, model theft and API abuse, shadow AI, insecure third-party AI integrations, deepfake-enabled fraud, AI-accelerated exploitation, and governance failures. You defend against them with the same foundations that protect the cloud: an…
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LLM security: the top risks to large language models and how to mitigate them

LLM security: the top risks to large language models and how to mitigate them

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LLM security is the practice of protecting large language models, and the prompts, data, retrieval pipelines, tools, agents and cloud infrastructure around them, from attacks such as prompt injection, data leakage, poisoning, excessive agency and resource abuse. It covers the full lifecycle: data collection, training and fine-tuning, evaluation, deployment, inference, monitoring and incident response.LLM security…
Read More
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AI agent security: the top risks and how to protect autonomous agents in the cloud

AI agent security: the top risks and how to protect autonomous agents in the cloud

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Autonomous AI agents hold cloud identities, tools, data and network access, and AI agent security is the work of stopping attackers from manipulating them into misusing that access. The top risks are indirect prompt injection, tool misuse, overprivileged identity, data exfiltration, memory poisoning, insecure MCP and tool integrations, cross-agent privilege chaining, runtime drift and compromised…
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What is a data security platform? Capabilities, use cases, and how to choose one

What is a data security platform? Capabilities, use cases, and how to choose one

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            'url'   => get_term_link( $term->term_id ),
            'photo' => $photo_id
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A data security platform is a unified system that discovers where an organization's sensitive data lives, classifies it, maps who and what can access it, prioritizes the riskiest exposures, and enforces or automates the controls that protect it across cloud, SaaS, and on-premises environments. It replaces a patchwork of scanners, DLP rules, and spreadsheets with…
Read More
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Top 10 DSPM vendors for 2026 and how to evaluate them

Top 10 DSPM vendors for 2026 and how to evaluate them

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if ( $author_terms && ! is_wp_error( $author_terms ) ) {
    foreach ( $author_terms as $term ) {
        $photo_id = get_field(
            'author_photo',
            'author_tax_' . $term->term_id
        );

        $authors[] = [
            'name'  => $term->name,
            'url'   => get_term_link( $term->term_id ),
            'photo' => $photo_id
                ? wp_get_attachment_image_url( $photo_id, 'author-image' )
                : '',
        ];
    }
}

?>

<div class="uw-bf-card__meta">
    <?php if ( count( $authors ) > 0 ) { ?>
        <div class="uw-bf-card__author-photos">

            <?php foreach ( $authors as $author ) { ?>
                <a
                    href="<?php echo esc_url( $author['url'] ); ?>"
                    class="uw-bf-card__author-photo-link"
                >
                    <img
                        class="uw-bf-card__author-photo"
                        src="<?php echo esc_url( $author['photo'] ); ?>"
                        alt="<?php echo esc_attr( $author['name'] ); ?>"
                    >
                </a>
            <?php } ?>

        </div>
    <?php } ?>

    <div class="uw-bf-card__meta-sub">
        <span class="uw-bf-card__author-names">
            <?php echo getAuthorNames( $authors ); ?>
        </span>

        <span class="uw-bf-card__date">
            <?php echo get_the_date( 'F d, Y', $post_id ); ?>
        </span>
    </div>
</div>
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  width: 53px;
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The top 10 DSPM vendors for 2026 are Upwind, Wiz, Palo Alto Networks Cortex Cloud, Microsoft Defender for Cloud, Varonis, Cyera, BigID, Sentra, Securiti and Zscaler, and buyers should evaluate them on five criteria: discovery coverage, classification accuracy, identity-to-data context, remediation depth and controls over how AI systems use sensitive data. Beyond those basics, the…
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  transition: opacity 0.2s ease, visibility 0.2s ease;
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.uw-bf-copy-btn.is-copied .uw-bf-copy-notify {
  opacity: 1;
  visibility: visible;
}
document.addEventListener('click', async (event) => {
    const button = event.target.closest('.uw-bf-copy-btn');

    if (!button) {
        return;
    }

    const url = button.dataset.url;

    try {
        await navigator.clipboard.writeText(url);

        button.classList.add('is-copied');

        setTimeout(() => {
            button.classList.remove('is-copied');
        }, 2000);

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        console.error('COPY ERROR:', error);
    }    
});
10 best AI security tools for 2026 to protect models, agents, and data

10 best AI security tools for 2026 to protect models, agents, and data

<?php

$post_id = get_the_ID();
$author_terms = get_the_terms( $post_id, 'author_tax' );
$authors = [];

if ( $author_terms && ! is_wp_error( $author_terms ) ) {
    foreach ( $author_terms as $term ) {
        $photo_id = get_field(
            'author_photo',
            'author_tax_' . $term->term_id
        );

        $authors[] = [
            'name'  => $term->name,
            'url'   => get_term_link( $term->term_id ),
            'photo' => $photo_id
                ? wp_get_attachment_image_url( $photo_id, 'author-image' )
                : '',
        ];
    }
}

?>

<div class="uw-bf-card__meta">
    <?php if ( count( $authors ) > 0 ) { ?>
        <div class="uw-bf-card__author-photos">

            <?php foreach ( $authors as $author ) { ?>
                <a
                    href="<?php echo esc_url( $author['url'] ); ?>"
                    class="uw-bf-card__author-photo-link"
                >
                    <img
                        class="uw-bf-card__author-photo"
                        src="<?php echo esc_url( $author['photo'] ); ?>"
                        alt="<?php echo esc_attr( $author['name'] ); ?>"
                    >
                </a>
            <?php } ?>

        </div>
    <?php } ?>

    <div class="uw-bf-card__meta-sub">
        <span class="uw-bf-card__author-names">
            <?php echo getAuthorNames( $authors ); ?>
        </span>

        <span class="uw-bf-card__date">
            <?php echo get_the_date( 'F d, Y', $post_id ); ?>
        </span>
    </div>
</div>
.brxe-qhtnal{
  .uw-bf-card__author-photo, .uw-bf-card__author-photo-link {
  width: 53px;
  height: 53px;
}
}
The 10 best AI security tools for 2026 are Upwind, Wiz, Palo Alto Networks Cortex Cloud, Prisma AIRS, Microsoft Defender for Cloud, Microsoft Defender for Cloud Apps, Microsoft Defender XDR, Microsoft Sentinel, AWS native security services (GuardDuty, Inspector and Security Hub) and Google Security Command Center. Each one covers a different layer of the AI…
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}

.uw-bf-copy-btn.is-copied .uw-bf-copy-notify {
  opacity: 1;
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}
document.addEventListener('click', async (event) => {
    const button = event.target.closest('.uw-bf-copy-btn');

    if (!button) {
        return;
    }

    const url = button.dataset.url;

    try {
        await navigator.clipboard.writeText(url);

        button.classList.add('is-copied');

        setTimeout(() => {
            button.classList.remove('is-copied');
        }, 2000);

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});
What is DSPM? How data security posture management finds and protects sensitive cloud data

What is DSPM? How data security posture management finds and protects sensitive cloud data

<?php

$post_id = get_the_ID();
$author_terms = get_the_terms( $post_id, 'author_tax' );
$authors = [];

if ( $author_terms && ! is_wp_error( $author_terms ) ) {
    foreach ( $author_terms as $term ) {
        $photo_id = get_field(
            'author_photo',
            'author_tax_' . $term->term_id
        );

        $authors[] = [
            'name'  => $term->name,
            'url'   => get_term_link( $term->term_id ),
            'photo' => $photo_id
                ? wp_get_attachment_image_url( $photo_id, 'author-image' )
                : '',
        ];
    }
}

?>

<div class="uw-bf-card__meta">
    <?php if ( count( $authors ) > 0 ) { ?>
        <div class="uw-bf-card__author-photos">

            <?php foreach ( $authors as $author ) { ?>
                <a
                    href="<?php echo esc_url( $author['url'] ); ?>"
                    class="uw-bf-card__author-photo-link"
                >
                    <img
                        class="uw-bf-card__author-photo"
                        src="<?php echo esc_url( $author['photo'] ); ?>"
                        alt="<?php echo esc_attr( $author['name'] ); ?>"
                    >
                </a>
            <?php } ?>

        </div>
    <?php } ?>

    <div class="uw-bf-card__meta-sub">
        <span class="uw-bf-card__author-names">
            <?php echo getAuthorNames( $authors ); ?>
        </span>

        <span class="uw-bf-card__date">
            <?php echo get_the_date( 'F d, Y', $post_id ); ?>
        </span>
    </div>
</div>
.brxe-qhtnal{
  .uw-bf-card__author-photo, .uw-bf-card__author-photo-link {
  width: 53px;
  height: 53px;
}
}
DSPM (data security posture management) is a data-centric security discipline that continuously discovers, classifies and monitors sensitive data across cloud, SaaS, hybrid and on-premises environments, then shows who can access it, how exposed it is and what to fix first. CSPM hardens the infrastructure. DSPM starts from the data itself: the customer table in Snowflake,…
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G-133 What is AI Data Poisoning?

What is AI Data Poisoning?

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Data poisoning has been called generative AI’s “silent killer.” After all, a little erroneous data in a model that’s hungry for more and more data points has the oversized power to problematically reroute how artificial intelligence responds with manipulated advice and predictions. And that poor advice can undermine business decisions, medical care, or other critical…
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What is AI SPM? AI security posture management explained

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Updated on October 5, 2026AI services often reach production before anyone inventories them, and AI SPM (AI security posture management) exists to close that gap. It is the practice of continuously discovering every AI asset in your environment and assessing its configuration, permissions and exposure so you can fix risk before attackers use it. Those…
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A dark red, scalloped-edged badge with two star-shaped sparkles in the center is displayed on a pink gradient background. The word Upwind appears in white text in the top right corner, hinting at the intriguing question: What is Dark AI?.

What is Dark AI?

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In what reads like the summary of an ever-escalating arms race, the CEO of NVIDIA recently predicted that, as artificial intelligence (AI) is increasingly able to produce fake information at high speeds, defenders will have to match that speed using their own AI tools. Is he correct? Are AI adversaries inevitable? Just what are the…
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What Is Adversarial AI?

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With artificial intelligence (AI) and machine learning (ML) increasingly embedded in organizations’ critical systems. Adversarial AI, which seeks to sabotage its decisions, is an increasing challenge. We’ve looked at Dark AI, which uses AI in malicious ways, but in this article, we’ll dig into the distinct concept of Adversarial AI, where AI systems are the…
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