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AI Security

Articles on AI agent security, adversarial testing, posture management, and enterprise AI risk.

Techy cover for the Humanbound Agent Attack Scenario Library, showing a test_pack.yaml code card that maps an agent failure to an OWASP Agentic category and the guardrail that closes it, with Agent Goal Hijack, Tool Misuse, and Memory Poisoning tags.
AI Security
Sep 23, 2026

How to Red-Team Your AI Agent's Pull Requests in GitHub Actions: One Prompt Change, 26 Cents, and a Red Build

A one-sentence prompt change passed every normal check. A red-team gate in GitHub Actions caught it for 26 cents. The full workflow, real numbers from three runs, how to cap spend, and what to do when the build goes red.

APAyan Pahwa
Techy cover for the Humanbound Agent Attack Scenario Library, showing a test_pack.yaml code card that maps an agent failure to an OWASP Agentic category and the guardrail that closes it, with Agent Goal Hijack, Tool Misuse, and Memory Poisoning tags.
AI Security
Sep 22, 2026

AI Agent Security for CISOs: The Agents You Didn't Approve Are Still Your Problem

Every AI agent your teams shipped can act on its own, including the ones nobody approved. Here's how CISOs prove agent security before a regulator or the board asks.

KSKostas Siabanis
Techy cover for the Humanbound Agent Attack Scenario Library, showing a test_pack.yaml code card that maps an agent failure to an OWASP Agentic category and the guardrail that closes it, with Agent Goal Hijack, Tool Misuse, and Memory Poisoning tags.
AI Security
Sep 17, 2026

How to Add an AI Security Check to Your GitHub Actions Workflow

Humanbound's official GitHub Action gates a build on adversarial AI agent security tests, failing the workflow past a severity threshold and uploading findings to GitHub's Security tab as SARIF.

SASofia Aliferi
Techy cover for the Humanbound Agent Attack Scenario Library, showing a test_pack.yaml code card that maps an agent failure to an OWASP Agentic category and the guardrail that closes it, with Agent Goal Hijack, Tool Misuse, and Memory Poisoning tags.
AI Security
Sep 11, 2026

How to test a LangChain agent for security (in 15 lines of FastAPI)

A working LangChain agent isn't a tested one. Wrap it in FastAPI, red-team it with Humanbound, and find out what it actually does under attack.

APAyan Pahwa
Techy cover for the Humanbound Agent Attack Scenario Library, showing a test_pack.yaml code card that maps an agent failure to an OWASP Agentic category and the guardrail that closes it, with Agent Goal Hijack, Tool Misuse, and Memory Poisoning tags.
AI Security
Sep 7, 2026

Attack your own AI agent in under 10 minutes – then secure it before deploying

Ayan built a customer support agent in an afternoon, then pointed Humanbound at it and watched it fabricate a settled $185 refund for an order that does not exist. A hands-on walkthrough of running Humanbound's local adversarial testing against your own agent.

APAyan Pahwa
Techy cover for the Humanbound Agent Attack Scenario Library, showing a test_pack.yaml code card that maps an agent failure to an OWASP Agentic category and the guardrail that closes it, with Agent Goal Hijack, Tool Misuse, and Memory Poisoning tags.
AI Security
Sep 3, 2026

Beyond AI Security: The Rise of AI SecOps: Splunk + Humanbound

Splunk is where most SOCs already live. Here's how Humanbound streams AI agent security findings into Splunk as structured, HMAC-signed webhooks, so agent security gets the same real-time alerting and incident response as everything else the SOC already handles.

SASofia Aliferi