About ayushv

From +AI to AI+ I am Ayush Verma (ayushv), a passionate developer building AI-powered systems, trading infrastructure, and tools that solve complex problems. With expertise as a quant dev, ai dev, and full stack dev, I thrive at the intersection of software engineering and quantitative finance.

Ayush Verma (ayushv) Background

I've spent the last few years working on challenging problems across multiple domains. My journey as a quant dev has taken me from building web applications to designing high-performance trading systems to creating AI research tools as an ai dev. This diverse experience has given me a unique perspective on how to architect systems.

What drives me as a full stack dev is the opportunity to work on meaningful projects where clean code, thoughtful design, and technical excellence come together to create something impactful. I am ayushv, and I believe in ownership and delivering exceptional results.

What I Build

AI Voice + Multimodal

LangGraph agents with STT/TTS, camera/vision models, and tool calling for operations, sales, or research teams.

Quant & Trading Systems

Pair trading engines, risk dashboards, and data pipelines with guardrails for live capital.

Agent Ops Infrastructure

Evaluation harnesses, governance, and monitoring for fleets of AI workers (LLMs, APIs, humans-in-loop).

Productized Dashboards

Revenue, compliance, or ops consoles with embedded auth, blazing-fast charts, and zero handoff friction.

How I Plan, Execute, and Ship

Phase 1

Plan

Map the actual business need, constraints, and success metrics before a line of code ships.

Product briefs, architecture spikes, and technical risk kill-lists

  • Stakeholder interviews + async Loom walkthroughs
  • System design + data flow diagrams
  • Backlog + cutlines agreed before sprint 1

Phase 2

Execute

Build the core loops with instrumentation, tests, and documentation baked in.

Weekly drops, transparent Linear boards, and measurable progress

  • Pairing on hairy subsystems when needed
  • Framer Motion / Tailwind UI polish alongside backend work
  • Observability + eval harnesses land before demo day

Phase 3

Ship

Tighten reliability, harden infra, and transfer knowledge so you can run it without me.

Handover playbooks, on-call notes, and optional launch support

  • Load tests + failure plan captured in docs
  • Recording Looms for every critical workflow
  • Post-launch tweaks scoped with the same rigor

My Approach

System Design

I focus on designing scalable, maintainable systems that can handle real-world complexity and growth.

User Experience

I build intuitive interfaces that make complex systems accessible and enjoyable to use.

Performance First

I optimize for speed and efficiency without compromising on code quality or readability.

My Journey

2024

AI Systems & LLM Research

Focused on building production-grade AI tools and exploring multi-provider LLM integration patterns for enterprise clients.

2023

Trading Infrastructure

Designed and deployed scalable trading systems with real-time data pipelines and analytics for quantitative trading firms.

2022

Full Stack Development

Built production-grade web applications with modern tech stack and cloud infrastructure for diverse clients.

2021

Started Freelancing

Began my journey as an independent developer, focusing on web development and systems design.

My Skills & Expertise

AI & Machine Learning

Models, training, serving, and applied LLM work.

PyTorchTensorFlowHugging Face TransformersNVIDIA CUDA & NIMLLMs & RAGVector DatabasesLightGBMXGBoost

Backend & Data

APIs, data pipelines, and persistence.

FastAPIFlaskPostgreSQLTimescaleDBRedisSQLiteREST APIsWebSocketsMicroservices

Frontend & UI

Interfaces, dashboards, and interaction design.

ReactNext.jsTailwind CSSFramer MotionPlotly DashStreamlitUX/UI DesignMVP UI Systems

Infra & DevOps

Environments, deployment, and reliability.

DockerGitHub ActionsRailwayDigitalOceanGCPReplitEnvironment Scaffolding

Automation & Agents

Multi-tier workflows and automation.

OpenAI Agentsn8n WorkflowsCustom SDKsMCP (Model Context Protocol)Multi-tier WorkflowsAutomationsScraping Pipelines

Trading & Quant

Research systems and strategy tooling.

Statistical ArbitrageBacktesting EnginesETF AnalyticsPine ScriptTrading AutomationsRisk & Monitoring

Systems & Architecture

Blueprinting and high-level thinking.

System DesignArchitecture BlueprintsMulti-tier WorkflowsMVP SpecializationQuick Startup Liftoff

General Engineering

Everyday tools that keep things moving.

Terminal / ShellWeb ScrapingNotion Certified ExpertSDK DesignETL / CRUD Systems

Engagement FAQ

Common questions about hiring me and my team.

Interested in working together? Let's connect.

Chat on WhatsApp