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The latest news, best practices, and deep dives into AI-powered QA, continuous integration, and modern software delivery.

BotGauge infographic comparing AI red teaming with penetration testing: infrastructure checks pass, but a false finance director claim prompts the AI agent to export all customer emails.
AI Agent Red Teaming

AI Red Teaming vs Penetration Testing: What Pen Tests Miss

A pen test checks your servers and code. AI red teaming checks what your AI agent does. Learn the key differences, what pen tests miss, and how to run both.

Vivek C ·27-10-2026 ·10 min read
BotGauge infographic titled “How Multi-Turn Attacks Break AI Agents.” Four messages escalate from asking about refund policy to requesting refunds for multiple orders, triggering a $2,400 refund above the agent’s limit.
AI Agent Red Teaming

Multi-Turn Attacks on AI Agents: How to Spot Slow Jailbreaks

Agents that refuse on turn one often give in by turn ten. Learn how multi-turn attacks like Crescendo break AI agents, and how to red team yours to stop it.

Vivek C ·23-10-2026 ·7 min read
Diagram of an MCP tool poisoning attack where a poisoned server tricks an AI agent into emailing an attacker.
AI Agent Red Teaming

MCP Security for AI Agents: Stop Tool Poisoning

Test your AI agent against MCP tool poisoning, rug pulls, shadowing and poisoned outputs. Follow a 7-step red team process and automate it in CI/CD.

Vivek C ·21-10-2026 ·8 min read
Flow diagram of red team, trace, evaluate and monitor steps for AI agents
AI Agent Red Teaming

12 Best AI Observability & Evaluation Tools for Agents

Compare the 12 best AI observability and evaluation tools for agents, including BotGauge, Braintrust, Confident AI and LangSmith. Pricing, pros and cons.

Vivek Nair ·Oct 15, 2026 ·8 min read
Automated red teaming for AI agents: an automated attack, the agent acts, a trace check fails, and the failure is saved as a regression eval.
Uncategorized

Automated Red Teaming for AI Agents: A Practical Guide

Automated red teaming for AI agents runs adaptive attacks at scale. Learn the workflow, what to automate, and how to turn findings into regression evals.

Vivek C ·Oct 13, 2026 ·8 min read
A customer ticket with a hidden line telling an AI agent to refund an order, flowing into the agent and then to a refund tool
AI Agent Red Teaming

How to Prevent Prompt Injection in AI Agents (7 Steps)

How to prevent prompt injection in AI agents: limit permissions, require approvals, separate untrusted content, enforce rules in code, and test attacks.

Vivek Nair ·Oct 8, 2026 ·8 min read
ai-red-teaming-tools-autonomous-agents
AI Agent Red Teaming

Top AI Red Teaming Tools for Autonomous Agents

Compare top AI red teaming tools for autonomous agents by the attack surfaces they test, from tool misuse and goal hijack to memory poisoning and MCP risks.

Vivek Nair ·Oct 6, 2026 ·8 min read
Best ai redteaming tools
AI Agent Red Teaming

Best AI Red Teaming Tools: Open Source and Commercial

Compare the best AI red teaming tools, from BotGauge for AI agents to Garak, PyRIT, and Promptfoo. See agent support, multi-turn attacks, and best fit.

Vivek Nair ·Oct 1, 2026 ·8 min read
BotGauge Retest Signal dashboard showing detected AI agent changes, including tool, model, policy, retrieval source, and user updates, with automatic retest indicators.
AI Agent Red Teaming

When Should You Red Team an AI Agent?

Red team an AI agent before launch, then again when its tools, model, data, policies, or autonomy change. Seven triggers plus a scoping matrix for each.

Vivek Nair ·Sep 29, 2026 ·8 min read