Agentic systems and LLM infrastructure

Aaliyan Shaikh

Software engineer working on agentic systems, LLM tooling, and backend-heavy AI products

My work spans Python and TypeScript application development, async backend systems, real-time interfaces, evaluation tooling, and model-serving experiments, with recent focus on agent workflows, grounded QA, and reliability.

Capabilities

Stack and system instincts

Languages

Python, TypeScript, JavaScript, Go

AI and ML

PyTorch, JAX, Transformers, Gemini, FAISS, evaluation harnesses

Backend

Django, DRF, Channels, Celery, Django-Q, Node.js, NestJS, queue workers

Frontend

React, Vite, Next.js, Redux Toolkit, Tailwind CSS, shadcn/ui

Cloud and Ops

AWS, Docker, Terraform, Cloudflare, Linux, CI, observability tooling

Product delivery

Latency and cost tradeoffs, retries, failure handling, evaluation loops, production hardening

Experience

Roles and responsibilities

Software/AI Engineer

OCN

United States (Remote) | Dec 2024 - Present

  • Built a production agentic platform across Django and ASGI services, React frontends, relational data flows, and async job execution.
  • Shipped chat, voice, retrieval, and document-processing workflows with a strong focus on tool reliability, concurrency, and operational stability.
  • Supported cloud deployment and hardening across AWS infrastructure, worker orchestration, key management, and real-time customer workflows.

Software Engineer

Sastaticket

Karachi, Pakistan | Nov 2024 - Dec 2024

  • Built product features across backend and frontend systems for core web workflows.
  • Contributed AI-focused prototypes to evaluate NLP use cases for the platform.

Software Engineer

Techwards

Karachi, Pakistan | Dec 2022 - Nov 2024

  • Built and maintained AI-enabled web applications across backend and frontend services, shipping interactive product experiences while improving legacy frontend quality.
  • Implemented backend capabilities for retrieval workflows, access control, internal request management, and enterprise chatbot flows with deeper analysis and tool-assisted interactions.
  • Delivered AI-assisted automation features for publishing, research, and internal product use cases.

Projects

Systems, benchmarks, and tools

Polyglot Grounded QA

Builder | Personal | Mar 2026

Polyglot Grounded QA

Multilingual grounded QA pipeline focused on citation-aware answering and abstention, with artifact-backed evaluation instead of demo-first output.

PythonRAGFAISSEvaluationLoRAJupyter
Tool Calling Reliability Benchmark

Builder | Personal | Mar 2026

Tool Calling Reliability Benchmark

Benchmark harness for testing LLM tool-calling under retries, stalls, timeouts, and failure-transfer scenarios instead of ideal-path demos.

PythonAgentsEvaluationBenchmarking
TurboQuant x Refusal Eval Bench

Builder | Personal | Feb 2026

TurboQuant x Refusal Eval Bench

KV-cache compression benchmark that measures how TurboQuant-style caching shifts refusal behavior, fidelity, and long-context robustness under matched prompts.

PythonTransformersKV CacheEvaluationKaggle
Spec-Aware Proxy preview

Creator | Self | Jan 2026

Spec-Aware Proxy

A zero-setup, disposable API request builder that relays calls through a Cloudflare Worker. Supports optional OpenAPI-driven request forms, keeps state in the URL, and avoids persistence.

TypeScriptCloudflare WorkersOpenAPIVite
midi-mixer (Go TUI) preview

Creator | Self | Dec 2025

midi-mixer (Go TUI)

A terminal-based MIDI mixer built in Go. Keyboard-driven workflow for mixing and routing—built as a focused developer tool.

GoTUI
OCN Agents (OneCarNow)

AI / Full-Stack Engineer | OCN | Dec 2024

OCN Agents (OneCarNow)

Production agentic platform for chat, voice, and KYC workflows across Django services, async workers, retrieval and tool execution, and React delivery.

DjangoReactRedisPostgreSQLAWSLLMs

Journal

Findings while building

More of such stuff/takes actively shared on my Twitter.

Contact

Get in touch

Reach me directly

For collaboration, technical discussion, or product ideas, email is the best channel.

Email: aaliyan1230@gmail.com

"Make it work. Make it right. Make it fast. In that order."