---
title: "Abhijit Mandal (@abhiiiman) | Hashnode"
description: "Less of a Human more of an AI. Read the latest articles by Abhijit Mandal on Hashnode."
url: "https://hashnode.com/@abhiiiman"
---

@abhiiiman

# Abhijit Mandal

@abhiiiman · McLean Virginia, United States · Joined February 2026

Less of a Human more of an AI

[Website](https://abhiiiman.github.io/Abhijit-Mandal/)

### [Google Gemma 4 Technical Deep Dive: Architecture, MoE, Benchmarks & Production Guide](https://qubridai.hashnode.dev/google-gemma-4-technical-deep-dive-architecture-moe-benchmarks-production-guide?utm_source=hashnode&utm_medium=feed)

Breaking down all four model variants - E2B, E4B, 26B MoE, and 31B Dense - from architecture internals to deployment strategies for production agentic systems.

15 min read · [qubridai.hashnode.dev](https://qubridai.hashnode.dev/google-gemma-4-technical-deep-dive-architecture-moe-benchmarks-production-guide?utm_source=hashnode&utm_medium=feed)

[Apr 2](https://hashnode.com/posts/google-gemma-4-technical-deep-dive-architecture-moe-benchmarks-production-guide/69ced68d21e7d63506158067)

### [Securing Autonomous AI: Build Policy-Driven Coding Agents with NVIDIA OpenShell and Qubrid AI](https://qubridai.hashnode.dev/securing-autonomous-ai-build-policy-driven-coding-agents-with-nvidia-openshell-and-qubrid-ai?utm_source=hashnode&utm_medium=feed)

The emergence of autonomous coding agents is changing the way we develop software. Tools like LangGraph and Deep Agents are empowering LLMs to navigate through repositories and code and carry out complex tasks. However, this level of independence poses a significant security threat: allowing an LLM unrestricted access to run code on your local system or in a production environment could lead to serious problems.

11 min read · [qubridai.hashnode.dev](https://qubridai.hashnode.dev/securing-autonomous-ai-build-policy-driven-coding-agents-with-nvidia-openshell-and-qubrid-ai?utm_source=hashnode&utm_medium=feed)

[Mar 26](https://hashnode.com/posts/securing-autonomous-ai-build-policy-driven-coding-agents-with-nvidia-openshell-and-qubrid-ai/69c55dd310e664c5daf80e4a)