Home on Aditya Singh

Dialectic: Two-LLM Debate Studio

Mon, 30 Mar 2026 00:00:00 +0000

Debate-first AI system where two models argue opposite sides with evidence anchors, live streaming transcript, and structured high-fidelity summaries.

AnoGAN for Tabular Data: A Novel Approach to Anomaly Detection

Sat, 21 Mar 2026 00:00:00 +0000

Springer chapter introducing AnoGAN-style methods for tabular anomaly detection.

BK Trees: Unexplored Data Structure

Sat, 21 Mar 2026 00:00:00 +0000

Medium article on BK Trees for approximate string matching.

CardWise AI

Sat, 21 Mar 2026 00:00:00 +0000

AI platform for credit-card discovery, financial planning, and spending summaries.

Customer Reise

Sat, 21 Mar 2026 00:00:00 +0000

Customer-journey replay system for support diagnostics.

DocCompass: Local-First Document Search Agent

Sat, 21 Mar 2026 00:00:00 +0000

Semantic local document search system with lazy indexing, Ollama-powered query planning, fallback heuristics, and scored ranked results.

Face Recognition System

Sat, 21 Mar 2026 00:00:00 +0000

Real-time face recognition workflow for capture, training, and inference.

Filter Based Scalable Blockchain for Domestic IoT

Sat, 21 Mar 2026 00:00:00 +0000

Conference publication on scalable blockchain architecture for IoT.

Graph Plotter

Sat, 21 Mar 2026 00:00:00 +0000

Function plotting tool for trigonometric and polynomial expressions.

Hand Game

Sat, 21 Mar 2026 00:00:00 +0000

Gesture-controlled game using real-time hand tracking.

LeetCode Rank Finder

Sat, 21 Mar 2026 00:00:00 +0000

Utility to locate contest rank by username in LeetCode standings.

Markov Chain Basic

Sat, 21 Mar 2026 00:00:00 +0000

Markov-chain text generation prototype for sequence behavior exploration.

Markov Chains: A Simple Powerful Tool

Sat, 21 Mar 2026 00:00:00 +0000

Medium article introducing Markov chains with practical intuition.

Optimizing Performance in Basketball: A Game-Theoretic Approach to Shot Percentage Distribution in a Team

Sat, 21 Mar 2026 00:00:00 +0000

arXiv paper applying game theory to team shot-distribution strategy.

Designing AI-Assisted Pricing Systems at Scale

Tue, 20 Jan 2026 00:00:00 +0000

Architecture decisions for replacing spreadsheet-heavy pricing workflows with an AI-assisted system.

Latency, p99 Build Time, and Practical Performance Engineering

Mon, 12 Jan 2026 00:00:00 +0000

A practical guide to diagnosing bottlenecks and tracking SLO-aligned improvements.

Amazon - Software Development Engineer II

Sun, 11 Jan 2026 00:00:00 +0000

Bellevue, WA | Jan 2025 - Present

Building AI Pricing Automation in Production

Sat, 10 Jan 2026 00:00:00 +0000

Weekly engineering notes from rollout, monitoring, and system optimization phases.

Improving LLM Alignment in Conversational Analytics

Mon, 05 Jan 2026 00:00:00 +0000

Prompt and retrieval strategies, evaluation loops, and safety checks for production readiness.

BlinkBridge

Sat, 03 Jan 2026 00:00:00 +0000

Blink-to-action interaction model designed for assistive learning scenarios.

MoodTunes

Fri, 02 Jan 2026 00:00:00 +0000

Music-based anxiety support app using HAM-A signals and emotion scoring.

GPT Stock Recommender

Thu, 01 Jan 2026 00:00:00 +0000

AI-driven stock recommendation pipeline with sentiment-aware evaluation.

New beginning

Tue, 18 Jan 2022 00:00:00 +0000

New Beginnings

It would have been great if there was a way using which we can actually tell how a person thinks. I am not talking about “what a person thinks” but “how a person thinks”. If this was possible I will try the method on myself. I will probably write a blog about how I think some time later. This blog is totally dedicated new beginnings.

I recently won 300 rs gift card after winning a competetion in Amazon (dont judge). I had the oppurtunity of using that so I used it to buy a book, “Approaching (almost) any ML problem”. Now I haven’t read that book yet but it got me thinking that how much I have changed. Aditya from 2 years back would have spend the amount on some absurd gadget. I have started spending money on things which will be useful to me or which can add value to my life in the long run. I am very proud of this change.

Introduction to Psychology - VII

Thu, 02 Sep 2021 00:00:00 +0000

Differences, Clinical psychology and Happiness

Introduction to Psychology - VI

Wed, 01 Sep 2021 00:00:00 +0000

Emotions and social

Introduction to Psychology - V

Tue, 31 Aug 2021 00:00:00 +0000

Perception, attention and memory

Introduction to Psychology - IV

Fri, 20 Aug 2021 00:00:00 +0000

Developmental psychology

Introduction to Psychology - III

Sat, 14 Aug 2021 00:00:00 +0000

Skinner theory and behaviourism

Introduction to Psychology - II

Tue, 03 Aug 2021 00:00:00 +0000

Introduction to Psychology - II, Freud theory

Introduction to psychology

Tue, 20 Jul 2021 00:00:00 +0000

Introduction to psychologyt

Introduction to Kotlin

Tue, 29 Jun 2021 00:00:00 +0000

Notes for kotlin

Transactional Analysis - Short introduction

Sun, 24 Jan 2021 00:00:00 +0000

Notes about transactional analysis

When to give up?

Thu, 30 Apr 2020 00:00:00 +0000

What is the right time to give up?

About

Mon, 01 Jan 0001 00:00:00 +0000

I am a software engineer focused on building practical AI-powered products and distributed systems that can scale in real production environments. Over the last 4+ years, I have worked across pricing automation, conversational systems, and backend performance, with an emphasis on fast execution, reliable architectures, and measurable customer impact.

Life Journey

2025 - Present

Seattle chapter

Building at AWS, learning deeply about AI systems and distributed architecture.

2022 - 2024

Contact

Mon, 01 Jan 0001 00:00:00 +0000

Open to software engineering opportunities and technical collaborations.

Location: Bellevue, WA
Email: singh.aditya8499@gmail.com
Phone: +1 (571) 547-7518
GitHub: github.com/singhaditya8499
LinkedIn: linkedin.com/in/singhaditya8499

Work

Mon, 01 Jan 0001 00:00:00 +0000

Work experience and core skills.