Hey! I'm ayushv. I build AI copilots, trading engines, and voice-first assistants as a quant dev and ai dev.
ayushv Focus Areas
I specialize in building cutting-edge systems as a quant dev and ai dev.
AI Dev & Systems
As an ai dev, I build LLM copilots, retrieval pipelines, and evaluation harnesses that stay deterministic in production.
Includes governance-first LangGraph agents, cost-aware routing, and regression suites for every workflow by ayushv.
Voice + Multimodal AI
Real-time assistants with STT/TTS, camera/vision models, and tool execution for ops and research teams.
Streaming transcription, neural voice libraries, guardrails, and narrated transcripts for compliance reviews (ai dev).
Quant Dev & Trading Infra
Signals, pair trading engines, and telemetry-rich pipelines tuned for low latency and auditability.
Python + FastAPI services, Redis/PG for state, Prometheus dashboards, and LangGraph risk orchestrators (quant dev).
Agentic Workflows
Custom orchestration that coordinates multiple providers, humans-in-loop, and SaaS tooling.
LangGraph > LangChain for deterministic control, governance hooks, evaluation harnesses, and playbooks by ayushv.
Full Stack Dev & Dashboards
Executive-ready analytics for revenue, risk, or ops wrapped in delightful product UX.
Next.js frontends, supersonic charts, embedded auth, and automated QA as a full stack dev.
Data & Platform Ops
Foundational data ingestion, observability, and compliance rails for lean teams.
FastAPI + Redis, PostgreSQL/pgvector, tracing, and deployment patterns that stay sane on lean infra.
Featured Projects
A selection of recent projects I've worked on.
From ML pipelines to multi-tier automations.
I design and build systems that connect data, models, and workflows into practical tools — from quant research engines to multi-model AI platforms.
AI & Machine Learning
8 skillsModels, training, serving, and applied LLM work.
Backend & Data
9 skillsAPIs, data pipelines, and persistence.
Frontend & UI
8 skillsInterfaces, dashboards, and interaction design.
Infra & DevOps
7 skillsEnvironments, deployment, and reliability.
Automation & Agents
7 skillsMulti-tier workflows and automation.
Trading & Quant
6 skillsResearch systems and strategy tooling.
Systems & Architecture
5 skillsBlueprinting and high-level thinking.
General Engineering
5 skillsEveryday tools that keep things moving.
One Lead, Scalable Support
I operate as a principal engineer—architecting, coding, and shipping the core of every project myself. For specialized needs (like complex UI motion or massive data pipelines), I bring in a trusted network of ad-hoc experts. You get the agility of a solo founder with the capability of a full agency.
AI Engineering & Market Insights
Technical deep-dives for the 2026 AI and Fintech landscape.
How to build a production-grade RAG pipeline in 2026?
Building a production-ready Retrieval-Augmented Generation (RAG) system today requires more than just a vector database. It demands enterprise-grade orchestration with tool like LangGraph, multi-stage retrieval (re-ranking), and robust evaluation harnesses to ensure deterministic outputs and prevent hallucinations.
What is the best tech stack for real-time AI avatars?
Real-time AI avatars require a low-latency bridge between STT, LLM inference, and TTS. We use Next.js for the interface, FastAPI for the backend, and specialized providers like Simli or Deepgram for sub-second lip-sync and voice response times.
How to optimize statistical arbitrage strategies for crypto?
Optimizing cointegration-based pairs trading in crypto involves high-frequency market data pipelines, event-driven architecture, and financial anomaly detection using LSTMs. Telemetry-rich pipelines tuned for low latency are critical for maintaining alpha.
Why choose a full-stack AI engineer for your MVP?
A full-stack AI engineer provides the agility of a solo founder with the technical depth of an entire team. By handling everything from Dockerized AI environments to serverless backend orchestration, you ensure a cohesive architecture that scales from day one.
Frequently Asked Questions
Common questions about how I work and what to expect.
Let's Build Something Great
I'm always interested in working on exciting projects and collaborations.