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Aditya Gupta

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Production-Ready AI Agents: Build and Deploy Scalable Solutions

Production-Ready AI Agents: Build and Deploy Scalable Solutions

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6 min read
Agentic RAG: When Your Retrieval System Thinks for Itself

Agentic RAG: When Your Retrieval System Thinks for Itself

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8 min read
Prompt Engineering Techniques That Actually Work in 2026

Prompt Engineering Techniques That Actually Work in 2026

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6 min read
AI Agents Reshaping Software Development by 2026

AI Agents Reshaping Software Development by 2026

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6 min read
RAG vs Fine-Tuning: Choosing the Best LLM Approach

RAG vs Fine-Tuning: Choosing the Best LLM Approach

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4 min read
Gated Attention: Solving Softmax's AI Challenges

Gated Attention: Solving Softmax's AI Challenges

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4 min read
Benchmarking LLM Serving: vLLM, TensorRT-LLM & SGLang Performance

Benchmarking LLM Serving: vLLM, TensorRT-LLM & SGLang Performance

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4 min read
RLVR from Scratch: Building Verifiable Rewards for Reasoning Models

RLVR from Scratch: Building Verifiable Rewards for Reasoning Models

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4 min read
Constitutional AI vs. RLHF: Navigating AI Safety Tradeoffs in 2026

Constitutional AI vs. RLHF: Navigating AI Safety Tradeoffs in 2026

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4 min read
Electrical Transformer Failures: Engineering & Human Factors

Electrical Transformer Failures: Engineering & Human Factors

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4 min read
How AI Agents Work: A Beginner's Guide

How AI Agents Work: A Beginner's Guide

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4 min read
From Separate Streams to Synchronized Synthesis: The One-Pass Advantage

From Separate Streams to Synchronized Synthesis: The One-Pass Advantage

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5 min read
The Challenge of Efficient LLM Deployment

The Challenge of Efficient LLM Deployment

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6 min read
The Evolution of Software Engineering with AI

The Evolution of Software Engineering with AI

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5 min read
The Proliferation of Specialized LLMs and the Retraining Dilemma

The Proliferation of Specialized LLMs and the Retraining Dilemma

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5 min read
Defining AI Safety Paradigms: Constitutional AI and RLHF

Defining AI Safety Paradigms: Constitutional AI and RLHF

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6 min read
The Imperative: Why LLM Serving Engine Choice Defines Performance

The Imperative: Why LLM Serving Engine Choice Defines Performance

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6 min read
Identifying Early Warning Signs of Attention Mechanism Instability

Identifying Early Warning Signs of Attention Mechanism Instability

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5 min read
The Challenge of Unverifiable AI Rewards

The Challenge of Unverifiable AI Rewards

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7 min read
Beyond Brute Force: Understanding Benchmark Saturation

Beyond Brute Force: Understanding Benchmark Saturation

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6 min read
The Intricate Dance of Self-Attention: What Can Go Wrong?

The Intricate Dance of Self-Attention: What Can Go Wrong?

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5 min read
The Pervasive Role and Hidden Limitations of Softmax

The Pervasive Role and Hidden Limitations of Softmax

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6 min read
The Bottleneck of Dense Attention in Long Contexts

The Bottleneck of Dense Attention in Long Contexts

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6 min read
Revisiting the Causal Mechanisms Behind Policy Gradients

Revisiting the Causal Mechanisms Behind Policy Gradients

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5 min read
The Shifting Paradigm: From Training-Centric to Inference-Dominant AI

The Shifting Paradigm: From Training-Centric to Inference-Dominant AI

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6 min read
The Inevitable Decay: Understanding LLM Model Collapse

The Inevitable Decay: Understanding LLM Model Collapse

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6 min read
The Scalability Conundrum of Frontier AI Models

The Scalability Conundrum of Frontier AI Models

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6 min read
Understanding Generative Model Collapse in LLMs

Understanding Generative Model Collapse in LLMs

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6 min read
The Surprising Surge: Over 40% of Code Now AI-Assisted

The Surprising Surge: Over 40% of Code Now AI-Assisted

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5 min read
Agentic RAG: Building Thinking Retrieval Systems

Agentic RAG: Building Thinking Retrieval Systems

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6 min read
Prompt Engineering Techniques for AI in 2026

Prompt Engineering Techniques for AI in 2026

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5 min read
Small Language Models vs. Frontier: 3B Parameters Beat 70B

Small Language Models vs. Frontier: 3B Parameters Beat 70B

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4 min read
DeepSeek Sparse Attention: 1M+ Tokens, Halved Costs Explained

DeepSeek Sparse Attention: 1M+ Tokens, Halved Costs Explained

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4 min read
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