Rahul Sharma

AI Agents & Automation

How do you prevent infinite looping and state lockouts in multi-agent LLM tool execution workflows?

Practical answer and configuration guide for How do you prevent infinite looping and state lockouts in multi-agent LLM tool execution workflows?.

AI Agents & Automation

How to handle non-deterministic JSON output formatting errors from LLM tools in production?

Practical answer and configuration guide for How to handle non-deterministic JSON output formatting errors from LLM tools in production?.

RAG & Vector Databases

What are the trade-offs between pgvector, Pinecone, Qdrant, and Milvus for production RAG?

Practical answer and configuration guide for What are the trade-offs between pgvector, Pinecone, Qdrant, and Milvus for production RAG?.

Prompt Engineering & LLMs

What is the role of Few-Shot Prompting when fine-tuning is not economically viable?

Practical answer and configuration guide for What is the role of Few-Shot Prompting when fine-tuning is not economically viable?.

System Prompts & Guardrails

How to implement runtime guardrail frameworks like NeMo Guardrails or Guardrails AI?

Practical answer and configuration guide for How to implement runtime guardrail frameworks like NeMo Guardrails or Guardrails AI?.

Answer on: How to structure an Incident Response Plan (IRP) for ransomware defense and business continuity?

Good overview! One gotcha with Okta SCIM syncs is they can take 30-60 seconds to propagate. For immediate access revocation, trigger manual session invalidation alongside disabling the Okta account.

Answer on: How to prevent public S3 bucket leaks and misconfigured cloud storage permissions automatically?

Spot on about SCIM provisioning. If you don't enable SCIM push groups, you'll end up manually assigning users in two places anyway.

Answer on: How to implement immutable cloud infrastructure deployment pipelines for secure microservices?

Clear and to the point. Thanks for sharing this!

Answer on: How to prevent privilege escalation vulnerabilities in AWS IAM policies?

We paired this with `granted` (by Common Fate) so engineers can switch between AWS SSO roles instantly from terminal.

Answer on: What tools and techniques are used for offensive Active Directory auditing?

We set this up for our team last month. Make sure your SAML Attribute statement matches `https://aws.amazon.com/SAML/Attributes/RoleAttribute` exactly, otherwise Okta won't pass the role list correctly.