Aravind Patel

AI Agents & Automation

When should you choose single-agent orchestration over multi-agent architecture?

Practical answer and configuration guide for When should you choose single-agent orchestration over multi-agent architecture?.

RAG & Vector Databases

How do you measure and reduce hallucination rates in enterprise RAG pipelines?

Practical answer and configuration guide for How do you measure and reduce hallucination rates in enterprise RAG pipelines?.

Prompt Engineering & LLMs

How does Chain-of-Thought (CoT) prompting impact token latency and accuracy in complex logic tasks?

Practical answer and configuration guide for How does Chain-of-Thought (CoT) prompting impact token latency and accuracy in complex logic tasks?.

System Prompts & Guardrails

What is the best way to enforce brand tone and prevent PII leakage in customer support LLM bots?

Practical answer and configuration guide for What is the best way to enforce brand tone and prevent PII leakage in customer support LLM bots?.

Computer Vision & Multimodal AI

How to fine-tune Vision-Language Models (VLMs) for domain-specific document layout extraction?

Practical answer and configuration guide for How to fine-tune Vision-Language Models (VLMs) for domain-specific document layout extraction?.

Answer on: How to evaluate regression models beyond simple R-Squared (RMSE, MAE, MAPE)?

Super practical writeup. Migrating everyone to `aws sso login` completely solved static credential leaks for us.

Answer on: What is Conversion API (CAPI) and why is first-party server-side tracking mandatory post-cookie loss?

Great practical tips!

Answer on: What is Product-Led Growth (PLG) and how does it alter traditional digital marketing strategies?

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: What are the main differences between supervised, unsupervised, and reinforcement learning paradigms?

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 detect model drift and data drift in production prediction APIs using Evidently AI?

Clear and to the point. Thanks for sharing this!