I build production-oriented AI systems that combine LLMs, agentic workflows, retrieval, deterministic controls, evaluation, observability, and cloud deployment.

My engineering focus is moving beyond prompt → response toward systems that are reliable, testable, evidence-grounded, observable, and deployable.

Multi-language legacy-code modernization platform combining program analysis, dependency intelligence, retrieval, migration planning, agentic transformation, and post-migration QA.

• AST / CTags analysis and dependency intelligence
• Qdrant-backed knowledge storage and retrieval
• Migration planning and context-grounded conversion
• Language-agnostic execution and validation adapters
• Post-migration quality gates and risk reporting
• FastAPI + Streamlit + Docker + Render Blueprint

Live demo: https://ai-code-modernization-ui.onrender.com

Repository: https://github.com/AsaifAli/AI-Code-Modernization-Platform

Production-minded AI automation control plane built around asynchronous workflows, approval boundaries, evidence, persistence, scheduling, and observability.

• LangGraph orchestration
• FastAPI control plane
• Redis/RQ async execution
• PostgreSQL run and audit persistence
• Human-in-the-loop approval
• Prometheus, Grafana, OpenTelemetry, and Jaeger
• Render Blueprint deployment

Live demo: https://ai-automation-ui-ac2c.onrender.com

Repository: https://github.com/AsaifAli/AI-Automation-Command-Center

LangGraph research and document intelligence system designed around a fail-closed evidence model.

• Agentic routing across knowledge base, web research, both, or direct response
• Qdrant hybrid dense/sparse retrieval
• RRF fusion and hosted Jina reranking
• Persistent conversation state
• Evidence registry and citation verification
• Numeric/date evidence checks and evidence-conflict detection

Live demo: https://langgraph-rag-hdkn.onrender.com

Repository: https://github.com/AsaifAli/LangGraph-RAG

AI-powered quotation analysis system that combines LLM extraction with deterministic validation and scoring.

• PDF / DOCX / TXT / XLSX ingestion
• Structured extraction and schema validation
• Deterministic procurement scoring
• Completeness and risk checks
• Evidence traceability
• FastAPI + Streamlit + Docker

Live demo: https://quotation-analyzer-9m4i.onrender.com

Repository: https://github.com/AsaifAli/quotation-analyzer

Playwright-based web application QA intelligence platform for dynamic-site crawling, structured DOM analysis, QA risk assessment, test-plan generation, and regression detection.

• Same-domain browser crawling
• Authentication support
• Structured DOM and interaction analysis
• Evidence-grounded QA generation
• Browser health and regression signals
• Safe-by-default interaction model

Live demo: https://web-crawler-agent.onrender.com

Repository: https://github.com/AsaifAli/web-crawler-agent

The five interactive projects use a shared OpenAI-compatible gateway for BYOK sessions.

Portfolio
   ↓
Redis-backed session
   ↓
Short-lived JWT
   ↓
Project
   ↓
Portfolio LLM Gateway
   ↓
User's selected provider/model

Provider credentials remain server-side; projects receive a temporary session token rather than the provider API key.

Repository: https://github.com/AsaifAli/shared-Portfolio-LLM-Gateway

Unstructured Data
      ↓
Processing / Retrieval
      ↓
LLM / Agents
      ↓
Structured Validation
      ↓
Deterministic Logic
      ↓
Evidence / Quality Gates
      ↓
Evaluation / Observability
      ↓
API / Application
      ↓
Containerized Deployment

Across projects I emphasize:

• Structured LLM outputs and schema validation
• Evidence-grounded generation and citation verification
• Deterministic business rules and quality gates
• Human-in-the-loop controls for external-impact actions
• Automated evaluation and regression testing
• Health/readiness checks and observability
• Dockerized, cloud-deployable services

LinkedIn: https://www.linkedin.com/in/sk-asaif-ali-134873243/

Portfolio: https://asaifali-portfolio.vercel.app

GitHub: https://github.com/AsaifAli

Generative AI · Agentic AI · RAG · LLM Systems · AI Reliability · AI Automation · Document Intelligence · Software Modernization · AI-Assisted QA