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irfanalidv/README.md

Hi, I'm Irfan 👋

Senior AI Engineer · 7+ years building production LLM systems — RAG pipelines, agent orchestration, multi-provider LLM infrastructure, and voice AI on telephony. Based in India, working remote.

Open to work

Available immediately for full-time remote senior AI engineer roles — based in India, working with global teams, comfortable with US/EU overlap.

Previously founding AI engineer at Kuration AI (Hong Kong) and sole AI hire reporting to the CTO at Schneider Electric / Luminous Power Technologies (India).

📫 irfan.ali@datacortex.in · LinkedIn · Résumé (PDF)


What I build

LLMs · RAG · Agents · Voice AI · Multi-provider orchestration

  • RAG & retrieval — hybrid BM25 + dense, query rewriting, RRF fusion, evaluation
  • Agents — ReAct, multi-agent pipelines, structured extraction, tool use
  • Voice AI — phone-based LLM agents on telephony, async webhooks, post-call analysis
  • LLM infrastructure — multi-provider orchestration (GPT-4o, Claude, Gemini) with automatic fallback and cost controls

Python · FastAPI · LangChain · LangGraph · DSPy · LlamaIndex · pgvector · PostgreSQL · Bolna · Twilio · OpenAI · Anthropic · Groq


Shipped products

  • Reflecta — a voice-first AI wellness app you can call on the phone. Phone-based check-ins → post-call LLM analysis → personalised recommendations. FastAPI · Bolna telephony · Groq · Neon Postgres/pgvector · multi-provider fallback. Solo build, end-to-end.
  • Stacksift — a B2B domain product analyzer running a 5-stage LLM classification pipeline (DSPy + GPT-4.1) over crawled web data, with structured extraction and verdict scoring at ~$0.03 per analysis.

Open-source Python libraries

Library What it does
RAGNav RAG routing & retrieval — hybrid BM25 + dense with RRF fusion. R@3 = 0.956 on SQuAD, 131 tests
AgentEnsemble Multi-agent orchestration — ReAct, Swarm, Pipeline, Debate, WorkflowGraph
ragfallback Resilient retrieval — query rewriting, confidence scoring, fallback & retry
AgentCare Voice AI for healthcare — call intake, structured extraction, appointment orchestration
scrapeflow-py Playwright scraping with LLM extraction, hybrid selectors, anti-detection
AskPandas Natural-language queries on CSV via local LLMs — no API keys, no cloud
PyroChain Agentic feature engineering — PyTorch + LangChain agents for multimodal extraction
lingo-nlp-toolkit Lightweight NLP utilities bridging classic pipelines and transformer workflows
toxic-comment-classifier Deep-learning toxicity detection with per-category scoring

→ All libraries on my PyPI profile.


Publications

  • Mental Health AI on MentalChat16K — BERT + neural networks on a cross-validation framework · IJAINN, Dec 2025 · DOI
  • Neural-Symbolic Topic Evolution on Yelp Reviews — multi-aspect temporal topic modelling · IJAINN, Oct 2025 · DOI

Reliability over hype · Systems over scripts · Maintainability over short-term hacks.

Pinned Loading

  1. ragfallback ragfallback Public

    ragfallback is a Python library that prevents silent RAG failures — chunk quality, retrieval fallback, adaptive querying, and answer evaluation in one package.

    Python 2

  2. AgentEnsemble AgentEnsemble Public

    AgentEnsemble is a Production-ready multi-agent orchestration for Python. ReAct, Swarm, Pipeline, Debate, Router, Planner, WorkflowGraph. Observability, cost tracking, human-in-loop. Structured out…

    Python 1

  3. AskPandas AskPandas Public

    AI-powered data engineering and analytics assistant for querying CSV data using natural language—locally and intelligently

    Python 1

  4. scrapeflow-py scrapeflow-py Public

    Production-ready web scraping engine on Playwright. LLM extraction, hybrid selectors, session persistence, rate limiting, anti-detection.

    Python 1

  5. AgentCare AgentCare Public

    Python framework for voice-AI workflows: healthcare front-desk booking, care coordination, follow-up, and workplace burnout check-ins.

    Python 1

  6. RAGNav RAGNav Public

    RAGNav is a Hybrid RAG retrieval — BM25 + embeddings + document graph. Runs fully offline. SQuAD R@3: 0.956, zero API calls.

    Python 1