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    <title>Oktsec Research</title>
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    <description>Incident analysis, reproducible labs and product research on AI agent authorization, MCP security, identity, evidence and software supply chain risk.</description>
    <language>en</language>
    <lastBuildDate>Wed, 14 Oct 2026 13:57:52 GMT</lastBuildDate>
    <item>
      <title>What happens when AI reverse engineers your app?</title>
      <link>https://www.oktsec.com/research/ai-reverse-engineering-commodity</link>
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      <pubDate>Wed, 14 Oct 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>AI reverse engineering and API security: six 2026 disclosures, lessons from Brelo and five practical checks for startups and enterprise teams.</description>
    </item>
    <item>
      <title>When a cyberattack warms the fridges: the risk in legacy controllers</title>
      <link>https://www.oktsec.com/research/legacy-controllers-cold-chain-attack</link>
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      <pubDate>Wed, 14 Oct 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>What the French supermarket refrigeration attacks reveal about legacy OT. Verified sources, illustrated risks and practical access and inventory checks.</description>
    </item>
    <item>
      <title>Who is really behind your remote hire?</title>
      <link>https://www.oktsec.com/research/remote-hiring-identity-fraud-insider-threat</link>
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      <pubDate>Wed, 14 Oct 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Remote hiring fraud, laptop farms and insider threats: what the FBI’s October 2026 alert establishes and how HR, IT and security can review identity and access.</description>
    </item>
    <item>
      <title>How attackers steal company email: what to fix first.</title>
      <link>https://www.oktsec.com/research/cisa-integrity-tech-automated-hacking-data-theft</link>
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      <pubDate>Sun, 11 Oct 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Lessons from CISA advisory AA26-281A: how attackers access company email, what startups should fix first, and how enterprises can test their defenses.</description>
    </item>
    <item>
      <title>AI agent evaluation: test the workflow before you deploy.</title>
      <link>https://www.oktsec.com/research/ai-agent-evaluation-mitre-mission-testing-gap</link>
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      <pubDate>Wed, 07 Oct 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Evaluate AI agents beyond model benchmarks. A practical guide based on MITRE’s AI Mission Testing Gap, with six workflow tests, controls and evidence.</description>
    </item>
    <item>
      <title>AI agents in your startup: what to check this October.</title>
      <link>https://www.oktsec.com/research/cybersecurity-awareness-ai-agents</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/cybersecurity-awareness-ai-agents</guid>
      <pubDate>Tue, 06 Oct 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>A practical Cybersecurity Awareness Month guide for startups using AI agents. Clear examples, permission diagrams, an access card and a four-week checklist.</description>
    </item>
    <item>
      <title>Cyber hygiene for AI agents.</title>
      <link>https://www.oktsec.com/research/nsa-cyber-hygiene-ai-agent-security</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/nsa-cyber-hygiene-ai-agent-security</guid>
      <pubDate>Sun, 20 Sep 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Cyber hygiene for AI agents: inventory MCP tools, limit permissions, monitor dependencies and verify fixes. Practical checks for startups and security teams.</description>
    </item>
    <item>
      <title>AI agent skill security: the OWASP Top 10 explained.</title>
      <link>https://www.oktsec.com/research/owasp-agentic-skills-top-10</link>
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      <pubDate>Sun, 20 Sep 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Understand the OWASP Agentic Skills Top 10: malicious skills, permissions, scanner gaps and update drift. Practical examples, diagrams and eight security tests.</description>
    </item>
    <item>
      <title>AI coding agents need more than secure code.</title>
      <link>https://www.oktsec.com/research/ai-coding-agent-security</link>
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      <pubDate>Tue, 15 Sep 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Secure AI coding agents with code tests, scoped tool permissions and dependency monitoring. A practical workflow with diagrams, evidence and Oktsec tools.</description>
    </item>
    <item>
      <title>What is an AI agent harness?</title>
      <link>https://www.oktsec.com/research/agentic-ai-harness-security</link>
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      <pubDate>Mon, 14 Sep 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>AI agent harness security explained: tool permissions, prompt injection, memory, approvals and audit evidence, with diagrams and practical tests based on ASD guidance.</description>
    </item>
    <item>
      <title>Amodei wants to slow the AI race. Can safety catch up?</title>
      <link>https://www.oktsec.com/research/dario-amodei-pace-frontier-agent-security</link>
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      <pubDate>Sun, 13 Sep 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Oktsec examines Amodei’s AI slowdown proposal, Altman and Musk’s responses, independent evaluation and practical release criteria for enterprise agents.</description>
    </item>
    <item>
      <title>AI agent access is not authority.</title>
      <link>https://www.oktsec.com/research/openai-enterprise-agent-security</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/openai-enterprise-agent-security</guid>
      <pubDate>Sat, 12 Sep 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Oktsec analyzes OpenAI’s enterprise agent security guide: task-scoped permissions, MCP tool changes, independent controls and evidence of completed actions.</description>
    </item>
    <item>
      <title>How attackers use AI to keep operations running.</title>
      <link>https://www.oktsec.com/research/anthropic-threat-report-september-2026</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/anthropic-threat-report-september-2026</guid>
      <pubDate>Thu, 10 Sep 2026 12:00:00 GMT</pubDate>
      <category>Threat analysis</category>
      <description>Anthropic’s September 2026 threat report: attack lifecycle, observed AI workflows and practical lessons for AI agent security and incident response.</description>
    </item>
    <item>
      <title>Defense Factory: from security findings to verified fixes.</title>
      <link>https://www.oktsec.com/research/openai-defense-factory-agent-security</link>
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      <pubDate>Thu, 10 Sep 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Oktsec’s analysis of OpenAI’s Defense Factory: continuous security validation, agent permissions, isolated runtimes and proof that deployed patches work.</description>
    </item>
    <item>
      <title>Anthropic’s cyber incidents: when access becomes permission.</title>
      <link>https://www.oktsec.com/research/anthropic-cyber-incidents-agent-permissions</link>
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      <pubDate>Wed, 09 Sep 2026 12:00:00 GMT</pubDate>
      <category>Incident analysis</category>
      <description>Anthropic’s September 2026 cyber incident assessment: agent permissions, biased reasoning, monitoring limits and practical tests for out-of-scope actions.</description>
    </item>
    <item>
      <title>AI agent incidents: what can you prove?</title>
      <link>https://www.oktsec.com/research/metr-ai-incident-investigation</link>
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      <pubDate>Wed, 09 Sep 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Oktsec’s view of METR’s AI incident investigation proposal: reconstruct agent actions, verify access decisions and test fixes against independent records.</description>
    </item>
    <item>
      <title>Model distillation and the limits of API access.</title>
      <link>https://www.oktsec.com/research/model-distillation-api-access</link>
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      <pubDate>Tue, 08 Sep 2026 12:00:00 GMT</pubDate>
      <category>Threat analysis</category>
      <description>A practical look at model distillation, API abuse and agent fallback routes, based on the September 2026 NSA, CISA and FBI advisory.</description>
    </item>
    <item>
      <title>The agent governance gap</title>
      <link>https://www.oktsec.com/research/agent-governance-gap-in-numbers-2026</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/agent-governance-gap-in-numbers-2026</guid>
      <pubDate>Thu, 03 Sep 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>A review of agent governance surveys, telemetry and guidance, with sample sizes, source limitations and practical control questions.</description>
    </item>
    <item>
      <title>Six reports on agent security: failures and controls that held.</title>
      <link>https://www.oktsec.com/research/agent-incidents-august-2026</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/agent-incidents-august-2026</guid>
      <pubDate>Thu, 03 Sep 2026 12:00:00 GMT</pubDate>
      <category>Incident analysis</category>
      <description>Five incident and test reports, plus Microsoft guidance: distinct failure paths, controls that held and practical tests for agent deployments.</description>
    </item>
    <item>
      <title>When AI generated tooling reaches industrial control systems.</title>
      <link>https://www.oktsec.com/research/ai-generated-tooling-industrial-control-systems</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/ai-generated-tooling-industrial-control-systems</guid>
      <pubDate>Fri, 21 Aug 2026 12:00:00 GMT</pubDate>
      <category>Threat analysis</category>
      <description>AI-assisted industrial attack tooling in advisory AA26-231A: documented behavior, evidence limits and practical access controls.</description>
    </item>
    <item>
      <title>AISI incident report: AI agents acting outside scope.</title>
      <link>https://www.oktsec.com/research/when-agents-leave-the-sandbox</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/when-agents-leave-the-sandbox</guid>
      <pubDate>Thu, 06 Aug 2026 12:00:00 GMT</pubDate>
      <category>Incident analysis</category>
      <description>What AISI’s cyber evaluation revealed about agents acting outside scope. Review internet access, tool permissions and containment before deployment.</description>
    </item>
    <item>
      <title>MCP 2026-07-28 moves the security boundary to the server.</title>
      <link>https://www.oktsec.com/research/mcp-2026-07-28-security-boundary</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/mcp-2026-07-28-security-boundary</guid>
      <pubDate>Tue, 28 Jul 2026 12:00:00 GMT</pubDate>
      <category>Protocol analysis</category>
      <description>The 2026-07-28 MCP specification removes protocol sessions and leaves state integrity, authorization and resource controls to each implementation.</description>
    </item>
    <item>
      <title>Autonomy is a security boundary.</title>
      <link>https://www.oktsec.com/research/agent-autonomy-security-boundary</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/agent-autonomy-security-boundary</guid>
      <pubDate>Tue, 21 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Approval, supervision, bounded autonomy and recovery impose different controls. A framework for assigning authority to each consequential action.</description>
    </item>
    <item>
      <title>JadePuffer and the shift toward agentic ransomware.</title>
      <link>https://www.oktsec.com/research/jadepuffer-agentic-ransomware</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/jadepuffer-agentic-ransomware</guid>
      <pubDate>Tue, 21 Jul 2026 12:00:00 GMT</pubDate>
      <category>Threat research</category>
      <description>Sysdig documented what it assesses as the first agentic ransomware operation: a familiar exploit chain, an adaptive loop and a compressed response window.</description>
    </item>
    <item>
      <title>OpenAI models reached Hugging Face production.</title>
      <link>https://www.oktsec.com/research/openai-hugging-face-evaluation-incident</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/openai-hugging-face-evaluation-incident</guid>
      <pubDate>Tue, 21 Jul 2026 12:00:00 GMT</pubDate>
      <category>Incident analysis</category>
      <description>In an internal cyber evaluation, OpenAI models found a path from a constrained research network into Hugging Face production. The containment boundary failed.</description>
    </item>
    <item>
      <title>How to audit a Claude skill before you run it.</title>
      <link>https://www.oktsec.com/research/how-to-audit-a-claude-skill</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/how-to-audit-a-claude-skill</guid>
      <pubDate>Fri, 03 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Read SKILL.md, bundled scripts, referenced URLs and requested permissions the way an attacker would, before the skill enters your environment.</description>
    </item>
    <item>
      <title>How to secure an MCP server.</title>
      <link>https://www.oktsec.com/research/how-to-secure-an-mcp-server</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/how-to-secure-an-mcp-server</guid>
      <pubDate>Fri, 03 Jul 2026 12:00:00 GMT</pubDate>
      <category>Guide</category>
      <description>A practical MCP security guide: authenticate callers, limit tool capabilities, inspect untrusted content, isolate execution and preserve useful audit records.</description>
    </item>
    <item>
      <title>Authorization telemetry for AI agents: tracing tool call decisions.</title>
      <link>https://www.oktsec.com/research/authorization-telemetry-for-ai-agents</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/authorization-telemetry-for-ai-agents</guid>
      <pubDate>Fri, 03 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>How to instrument the authorization decision on every agent tool call and export identity, tool, arguments and policy verdict through OpenTelemetry.</description>
    </item>
    <item>
      <title>How exposed are MCP servers, really?</title>
      <link>https://www.oktsec.com/research/how-exposed-are-mcp-servers</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/how-exposed-are-mcp-servers</guid>
      <pubDate>Fri, 03 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>What public repository scans, internet exposure studies and attack benchmarks establish about MCP risk, with their sampling limits.</description>
    </item>
    <item>
      <title>Prompt injection defenses: what the research shows.</title>
      <link>https://www.oktsec.com/research/what-the-research-shows-defending-agents</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/what-the-research-shows-defending-agents</guid>
      <pubDate>Fri, 03 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>What PromptArmor, CommandSans, CaMeL and adaptive-attack studies establish about prompt injection defenses, including their test conditions and limits.</description>
    </item>
    <item>
      <title>AI agent security benchmarks: how to read the scores.</title>
      <link>https://www.oktsec.com/research/how-agent-security-benchmarks-score</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/how-agent-security-benchmarks-score</guid>
      <pubDate>Fri, 03 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Compare AgentDojo, InjecAgent, ASB and MCP security benchmarks. Understand attack success rates, test scope and legitimate task completion before choosing defenses.</description>
    </item>
    <item>
      <title>Agent tooling CVEs: configuration, paths and client trust.</title>
      <link>https://www.oktsec.com/research/anatomy-of-the-agent-tooling-cves</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/anatomy-of-the-agent-tooling-cves</guid>
      <pubDate>Fri, 03 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Seven CVEs illustrate distinct failures in configuration loading, path handling and client/server trust, with links to vendor advisories.</description>
    </item>
    <item>
      <title>Detection and authorization in AI agent security.</title>
      <link>https://www.oktsec.com/research/detection-versus-authorization</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/detection-versus-authorization</guid>
      <pubDate>Thu, 02 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Detection can identify and block threats. Authorization checks permissions. How to combine both with isolation and reliable evidence.</description>
    </item>
    <item>
      <title>The identity stack for AI agents: what shipped, what didn’t.</title>
      <link>https://www.oktsec.com/research/agent-identity-stack</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/agent-identity-stack</guid>
      <pubDate>Wed, 01 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>A scoped review of signed Agent Cards, enterprise-managed access, task authorization research and the integration work needed for runtime attribution.</description>
    </item>
    <item>
      <title>Agent work needs evidence, not trust.</title>
      <link>https://www.oktsec.com/research/evidence-for-agent-work</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/evidence-for-agent-work</guid>
      <pubDate>Wed, 01 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>What an AI agent audit trail can prove: connect access decisions to execution records and review recorded Oktsec Node tests for intact, altered and incomplete evidence.</description>
    </item>
    <item>
      <title>The agent supply chain is bigger than your dependency tree.</title>
      <link>https://www.oktsec.com/research/the-agent-supply-chain</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/the-agent-supply-chain</guid>
      <pubDate>Wed, 01 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>The agent supply chain is every artifact an agent pulls into your environment: packages, MCP servers, skills and the trust behind them.</description>
    </item>
    <item>
      <title>Skills over MCP: who checks the manual?</title>
      <link>https://www.oktsec.com/research/skills-over-mcp-trust</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/skills-over-mcp-trust</guid>
      <pubDate>Wed, 01 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Skills over MCP: how SEP-2640 addresses manifests, provenance and approval, and what permissions the host still needs to enforce.</description>
    </item>
    <item>
      <title>MCP is making request identity explicit.</title>
      <link>https://www.oktsec.com/research/mcp-identity-layer</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/mcp-identity-layer</guid>
      <pubDate>Wed, 01 Jul 2026 12:00:00 GMT</pubDate>
      <category>Protocol analysis</category>
      <description>MCP moves authorization context from the connection to each request. Security still depends on how every server implements identity and policy.</description>
    </item>
    <item>
      <title>The agent identity crisis, four months later.</title>
      <link>https://www.oktsec.com/research/agent-identity-revisited</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/agent-identity-revisited</guid>
      <pubDate>Wed, 01 Jul 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>A2A v1.0 signed Agent Cards, MCP enterprise managed authorization and task scoped token prototypes: what is available, proposed and still missing.</description>
    </item>
    <item>
      <title>What an MCP server actually exposes.</title>
      <link>https://www.oktsec.com/research/what-an-mcp-server-actually-exposes</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/what-an-mcp-server-actually-exposes</guid>
      <pubDate>Thu, 28 May 2026 12:00:00 GMT</pubDate>
      <category>Guide</category>
      <description>A practical, audit grounded map of tool surfaces, credentials, network reach and the trust boundaries that decide your real attack surface.</description>
    </item>
    <item>
      <title>Prompt injection needs content and action controls.</title>
      <link>https://www.oktsec.com/research/prompt-injection-is-an-authorization-problem</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/prompt-injection-is-an-authorization-problem</guid>
      <pubDate>Tue, 12 May 2026 12:00:00 GMT</pubDate>
      <category>Note</category>
      <description>How content inspection, explicit permissions and isolation address different parts of prompt injection risk in tool-using agents.</description>
    </item>
    <item>
      <title>MCP as a supply chain: trust boundaries in agent tooling.</title>
      <link>https://www.oktsec.com/research/mcp-supply-chain</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/mcp-supply-chain</guid>
      <pubDate>Fri, 01 May 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Five boundaries to review before and after connecting an MCP server: tool descriptions, permissions, authentication, dependencies and runtime changes.</description>
    </item>
    <item>
      <title>Policy before agent execution: what security has to control.</title>
      <link>https://www.oktsec.com/research/runtime-policy-enforcement</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/runtime-policy-enforcement</guid>
      <pubDate>Wed, 01 Apr 2026 12:00:00 GMT</pubDate>
      <category>Engineering</category>
      <description>How runtime policy checks identity, tools, parameters and destinations, alongside scanning, isolation and audit records.</description>
    </item>
    <item>
      <title>The LiteLLM supply chain attack: what matters now.</title>
      <link>https://www.oktsec.com/research/litellm-supply-chain-attack-mcp-defense</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/litellm-supply-chain-attack-mcp-defense</guid>
      <pubDate>Tue, 24 Mar 2026 12:00:00 GMT</pubDate>
      <category>Incident analysis</category>
      <description>Updated September 2026: LiteLLM’s supply chain attack, FBI guidance, CloudSEK exposure estimates, publishing changes and MCP credential security.</description>
    </item>
    <item>
      <title>Security is a product decision, not a checklist.</title>
      <link>https://www.oktsec.com/research/security-product-decision</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/security-product-decision</guid>
      <pubDate>Sun, 01 Mar 2026 12:00:00 GMT</pubDate>
      <category>Product essay</category>
      <description>The most consequential call a technical founder makes is what not to ship. Agent security cannot wait for an incident to become part of the product.</description>
    </item>
    <item>
      <title>CSA Agentic Trust Framework for AI agents.</title>
      <link>https://www.oktsec.com/research/csa-agentic-trust-framework</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/csa-agentic-trust-framework</guid>
      <pubDate>Thu, 26 Feb 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Apply the CSA Agentic Trust Framework to agent identity, permissions, oversight and evidence. Practical review questions and the limits of framework adoption.</description>
    </item>
    <item>
      <title>How to evaluate trust in public agent tooling.</title>
      <link>https://www.oktsec.com/research/agent-skills-ecosystem-trust</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/agent-skills-ecosystem-trust</guid>
      <pubDate>Sun, 01 Feb 2026 12:00:00 GMT</pubDate>
      <category>Field note</category>
      <description>A practical review model for public agent tooling: permissions, provenance, install paths, version pinning and change over time.</description>
    </item>
    <item>
      <title>AI agent identity: attribution, delegation and tool permissions.</title>
      <link>https://www.oktsec.com/research/agent-identity-crisis</link>
      <guid isPermaLink="true">https://www.oktsec.com/research/agent-identity-crisis</guid>
      <pubDate>Sun, 01 Feb 2026 12:00:00 GMT</pubDate>
      <category>Research</category>
      <description>How workload identity, delegated authority and per-tool records help attribute agent actions, with a review of available standards.</description>
    </item>
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