AI Engineer

Ayan Sohail AbbasiAI EngineerAIAYAN

AI Engineer

I specialise in multi-agent orchestration for automated workflows that make systems intelligent. In short — I make LLMs reliable in production.

See the work
/ Selected work

Projects I built.

Four builds. The first two are platforms delivered inside enterprise constraints — described by architecture and outcome, with client detail withheld. The last two are mine end to end, and you can run them.

01

Valtech · 2025 · Architect

CodeIQ

Agentic .NET Legacy Modernization Platform

A hybrid agent stack that reads a legacy .NET estate, plans its migration, executes it, and proves the result still behaves.

faster delivery cycle
~70%faster delivery cycle
LOC migrated end-to-end
200KLOC migrated end-to-end
LOC analysed & documented
500K+LOC analysed & documented
less manual validation effort
~90%less manual validation effort
  • Google ADK
  • Claude Code Subagents
  • Roslyn AST
  • PostgreSQL
  • TypeScript
  • Browser-use
  • .NET Framework 4.8
02

Migration Validation Platform

Valtech · 2025 · Delivered

Migration Validation Platform

Six-Agent SQL Validation Framework

Six specialised agents that validate a lakehouse migration table by table, turning a five-day manual review into one day.

test cases per run
400+test cases per run
per-table validation
5d → 1dper-table validation
cycle-time reduction
~80%cycle-time reduction
person-years projected saved
~3.8person-years projected saved
  • Multi-Agent Orchestration
  • Microsoft Fabric Lakehouse
  • SQL
  • Python
  • Eval Design
03

CompareShop

Team project · Shipped

CompareShop

Agentic Fashion Search Assistant

Natural-language product discovery that searches across multiple e-commerce sources and returns one merged result set.

source aggregation
Multisource aggregation
intent translation
NL → SQLintent translation
  • Next.js
  • React
  • TypeScript
  • Tailwind
  • Radix UI
  • Vercel
04

Agentic Orchestrator

Personal · Shipped

Agentic Orchestrator

RAG + Live Web Search Router

A query router that classifies intent and dispatches to either a fully local RAG pipeline or live web search.

inference cost, fully local
$0inference cost, fully local
intent-routed retrieval
2-wayintent-routed retrieval
  • Python
  • Ollama
  • LangChain
  • Tavily API
  • sentence-transformers
Capabilities

What I actually do.

Five things, each with the receipt attached. If a line below can't be backed by something I shipped, it isn't on the list.

Designing agent systems as organisations rather than prompt chains: explicit role decomposition, handoff contracts between roles, and a shared context surface each agent reads from instead of re-deriving. The design goal is attributable failure — when a run goes wrong, you can name which role got it wrong.

Evidence

Architected a four-role subagent layer (Architect, Developer, Lead, Testing) driving end-to-end modernization of 160K–200K LOC .NET Framework repositories.

  • Claude Code Subagents
  • Google ADK
  • LangGraph
  • LiteLLM

Timeline

How I got here.

One employer so far, and a fast eighteen months inside it.

2026

Global AI Early-Access Team

1 of 12 engineers worldwide

Selected to research and evaluate emerging models and agentic frameworks at scale before general availability.

2025 — 2026

Claude Certified Architect

Anthropic · + Google GenAI Leadership

Foundations, Professional and Developer-Foundations tracks. Google Generative AI Leadership certification alongside.

2025

Claude Onboarding Curriculum

Adopted by 150+ QA engineers

Designed and delivered the agentic-AI onboarding programme for Valtech India QA.

2025

1st Place, Global AI Hackathon

Valtech · out of 500+ participants

Built and presented CodeIQ — the agentic .NET modernization platform that became a delivered product.

Apr 2025 — Present

Software Developer

Valtech · Bengaluru

Architecting agentic platforms for legacy modernization, documentation and data-migration validation.

2021 — 2025

B.E. Electronics & Telecommunication

Dayananda Sagar College of Engineering

CGPA 8.2/10. Bengaluru, India.

Contact & reach out

Get in Touch

Hiring for an agentic-AI or LLM-systems role, or want a second opinion on an architecture before you commit to it? Reach out directly — email gets the fastest reply.

Profile

Ayan Sohail Abbasi

AI Engineer

Availability

Open to opportunities

Currently reviewing roles