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Aayush-engineer/README.md

Aayush Kumar

AI Systems Engineer · Backend Engineer · Agentic Infrastructure

Email LinkedIn LeetCode GitHub


I build LLM infrastructure and multi-agent systems — evaluation pipelines, orchestration engines, and observability tooling. I avoid framework abstractions where possible and work at the systems level to understand what's actually happening.

Open to: Backend Engineer · Agentic AI Engineer · AI Systems Engineer (not core ML/research)


Open Source — Mastra AI (24k ⭐ · YC-backed)

12 PRs merged · #51 of 467 total contributors · #29 of 500+ in last 6 months · reviewed by CTO

PR Description
#14466 Fixed impact:high bug in prepareToolsAndToolChoice() — structured-output agents silently failing when workflow tools injected; unblocked Gemini structured output for all users
#14306 Added prettyPrint to PinoLogger — single-line JSON for Datadog/Loki/CloudWatch without rewiring transports
+10 more Memory persistence across chained agent steps, browser thread init stability, JSON schema compatibility, production observability

Projects

TraceMind — LLM Observability & Eval Platform · live ↗

Python FastAPI React ChromaDB Groq asyncio

  • Parallel LLM-as-judge eval engine — 100 cases in 17s via asyncio.Semaphore
  • Per-claim hallucination detector: extract → ground → score, 4 error types
  • Mann-Whitney U A/B testing with bootstrap 95% CI — validated against scipy
  • Multi-key Groq rotation (5 keys, auto-failover); bulk batching cuts LLM costs by 99%
  • ReAct agent with ChromaDB semantic memory · response control hooks (block/retry/flag)
  • 76/76 unit tests · 44/44 e2e checks passing · 11 GitHub stars

LoomIQ — Multi-Agent Orchestration Engine · live ↗

TypeScript Node.js PostgreSQL Groq Mistral SSE

  • Dynamic LLM routing via 6-factor scoring (latency, cost, capability, success rate, complexity, idle state) — no LangChain
  • Zero duplicate executions under 100+ concurrent tasks via atomic execution lock
  • 3× exponential backoff (1s → 2s → 4s) · <50ms HTTP ack before any LLM call
  • 4 collaboration strategies: Sequential, Parallel, Hierarchical, Consensus
  • JWT + RBAC (4 roles) · SSE streaming with polling fallback

ChatFlux — Distributed Real-Time Chat

Socket.IO Redis Kafka MongoDB Docker Prometheus

  • Socket.IO → Redis Pub/Sub → Kafka → MongoDB pipeline; horizontally scalable
  • Prometheus tracking 5 live metrics · Docker Compose · Nginx reverse proxy

Stack

AI / LLM   Multi-Agent Orchestration · RAG · LLM Tool Use · Evals · Observability · Vector DB · Agent Memory
Backend    Node.js · TypeScript · Python · FastAPI · Express · Redis · Kafka · WebSockets · SSE · Docker
Database   PostgreSQL · MongoDB · ChromaDB · Prisma · TypeORM
CS         System Design · Distributed Systems · LLD · DSA · Concurrency

Experience

ML / Data Pipeline Intern · IIT Jodhpur (Apr – Jun 2024) Python preprocessing pipelines for multilingual OCR datasets. OpenCV automation cut manual labeling by 50%. Processed 5,000+ training images.

Software Developer Intern · DRDO Jodhpur (May – Jul 2023) REST APIs for vendor/bidding workflows (50+ active projects). JWT auth, RBAC, WebSocket notifications, MongoDB query optimization to sub-second response times.


B.Tech CSE · JIET Jodhpur · 2021–2025 · 600+ LeetCode (C++)

aayushkumarsingh245@gmail.com · available for remote and onsite India

Pinned Loading

  1. LoomIQ LoomIQ Public

    LoomIQ – Multi-Agent AI Orchestrator Orchestrate multiple AI coding agents (Claude, GPT-4, Gemini, and more) to collaborate on complex tasks. LoomIQ provides a powerful framework for intelligent ta…

    TypeScript 1

  2. chatflux chatflux Public

    A scalable, distributed real-time chat application built with Express.js, Socket.IO, Redis, Kafka, ZooKeeper, and MongoDB. Features low-latency messaging, fault tolerance, and a modern Svelte front…

    JavaScript 1

  3. mastra mastra Public

    Forked from mastra-ai/mastra

    From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.

    TypeScript 1

  4. TraceMind TraceMind Public

    Open-source LLM observability and evaluation platform

    Python 14

  5. miletrack-eld miletrack-eld Public

    FMCSA-compliant ELD Trip Planner for interstate

    JavaScript 1