Neha Duggal
Latest research and insights

Nobody built MCP servers to hold identity. They do anyway.
By Neha Duggal
The identity plane your agents run on is whatever the last MCP server someone installed decided it should be. That is not the layer to leave to chance.

When your coding agent can commit everything you can commit
By Neha Duggal
Developers must restrict agent access, mandate human code reviews, and sanitize inputs to mitigate unauthorized repo takeovers.

The OpenAI agent did not go rogue. It ran out of authorization boundaries.
By Neha Duggal
If you are running agents in evaluation, production, or anywhere in between, do not only ask whether the model will stay inside its sandbox. Ask whether your identity and authorization controls can stop the model after it finds a way out.

Agentforce and Cortex aren’t SaaS features, they’re agent runtimes
By Neha Duggal
Salesforce Agentforce and Snowflake Cortex have quietly become two of the largest agentic deployment platforms in the enterprise.

The identity risks of vibe coding
By Neha Duggal
Vibe coding changes the relationship between a developer and the code they ship. It does not change the fact that code carries identity and access decisions, and that those decisions have consequences.

Claude didn’t go rogue. Permissions did.
By Neha Duggal
The PocketOS incident is being told as a story about a coding agent that went off the rails, but that is not the true extent of the tale. It is a story about a long-lived API token with no scoping, no expiry, no approval gate, and no separation between production and backup, sitting where any sufficiently curious actor could find it.

When your Snowflake AI agent can query everything you can query
By Neha Duggal
Snowflake Cortex is a powerful addition to the modern data platform, and the use cases are real. But every Cortex Agent deployment is also an identity governance event. The agent does not audit itself. It queries what it can query, surfaces what it can surface, and connects to what it is given access to.

Anthropic’s Claude Enterprise
By Neha Duggal
By shifting toward a model of Zero Standing Privileges and implementing just-enough and Just-in-Time access for AI-driven workflows, security teams can empower their developers without turning their most productive tools into their greatest identity risks.

Azure AI Studio and Azure OpenAI
By Neha Duggal
Azure AI Studio and Azure OpenAI offer transformative capabilities, but their integration into the Azure ecosystem brings unique identity security considerations.

Google Vertex AI
By Neha Duggal
Recently, I wrote about the governance challenges and risks associated with Amazon Bedrock and today I’ll explore how the same principles apply to Google Vertex.

More than visibility: P0 introduces privileged access control for agents
By Neha Duggal
AI agents are increasingly playing a part in how modern developer teams build, automate, and scale.

Access in control: AWS Bedrock
By Neha Duggal
Generative AI enablers like Amazon Bedrock unlock the innovation potential of AI across the enterprises, but they also significantly expand the identity attack surface.