Babar Hashmi
Portrait of Babar Hashmi

Babar Hashmi

AI Engineer - Agents, LLMs, Computer Vision

Available remote - globally

Bangalore, IndiaOpen to relocation

AI engineer with 3 years of applied ML, most of it as the first AI hire at QuillAudits (now QuillAI Network). I started with no team and no existing pipeline, and built the models, agent workflows, and developer SDK that the company now ships. Day to day that means fine-tuning LLMs for detection tasks, designing agent loops, and writing the docs and tests that keep results honest.

Now

Founding AI engineer at QuillAI Network, building agent systems from first prototype to production.

Impact

+25%
higher detection precision on labeled contracts
60%
less manual review time on audits
93%
accuracy on ERC20 safety checks
3
business units shipping on the developer SDK
100K+
smart contracts analyzed to date

Measured on the QuillAI audit pipeline: detection-model precision on labeled contracts, review hours before and after rollout, 100K+ contracts scanned to date.

GitHub

DesiRAG
Hindi voice RAG over multilingual search passages: hybrid retrieval, guardrails, sub-20ms latency
Python
organon
Is this DeFi yield real, and what could kill it? An ML scorecard, not an opinion.
TypeScript
GoldenHour
First response checklist for cyber fraud
TypeScript
Agentic-Auditor
On-the-go AI smart contract auditor
TypeScript
Showing cached data - live stats load in the browser.
View all on GitHub ↗

Experience

Founding AI Engineer (MTS, Research Engineering)

Jul 2024 - Present
QuillAI Network (QuillAudits)
  • Shipped production deep-learning models for smart-contract vulnerability detection, hardened by red teaming. They catch what static analysis misses.
  • First AI hire: set up the research-to-production process, then designed agent workflows with MCP tool calling on open agent frameworks and shipped a developer SDK used across 3 business units.
  • Onboarded early users and debugged their deployments until results held up in production.
  • Fine-tuned LLMs for detection tasks and rebuilt ML pipelines as the problem got clearer.

AI/ML Researcher

Sep 2023 - Jun 2024
QuillAudits
  • Built and launched QuillShield, an AI smart-contract auditing tool, as its lead AI engineer.
  • Ran statistical modeling across 100K+ smart contracts for vulnerability research.
  • Turned research into tools, including due diligence analysis for market decisions.
  • Delivered with cross-functional Agile teams and wrote the internal docs that kept results reproducible.

Selected work

Showing 8 of 8 projects

Featured - FinTech / Agents

Financial Strategy Risk Scoring Engine

Crash recall on dated backtests leads: deterministic scorecard over 7 risk axes on point-in-time market data, paired with a groundedness-gated LLM whose verifier rejects any claim it cannot trace to data.

Validated on historical crashes

TypeScriptLLMVerifier

Featured - Security / Agents

Agentic-Auditor

Measured finding precision on labeled contracts: on-the-go AI smart-contract auditor with a Gemini assisted flow and client ready reports in a Vite plus TypeScript front end.

AI assisted audit UX

TypeScriptViteGemini

Security / Fraud response

GoldenHour

Triage checklist for cyber fraud response. Collects evidence fast and drafts the first report.

  • Evidence checklist
  • Draft first report
TypeScript

AI safety

Guardrails

Input/output firewall for LLM apps: prompt-injection and PII checks that run in CI before deploy.

  • Prompt injection checks
  • PII redaction
Python

Voice RAG / Hindi

DesiRAG

Hindi voice RAG over multilingual search passages, with hybrid retrieval and guardrails. Built for HH Goa 2026.

  • Hybrid retrieval
  • Guardrailed
PythonRAGVoice

Security / ML

Vuln-Detector

Experiment harness for contract-vulnerability baselines feeding the production detection models.

  • Baseline models
PythonJupyter

Construction tech / CV

MEP Industrial Elements Detection

Open-set detection of mechanical, electrical and plumbing elements with GroundingDINO, served through a real-time AWS inference API.

  • No fixed label set: open vocabulary
  • Live AWS inference API
GroundingDINOPyTorchAWSPrivate / work project

Public infrastructure / CV

Real-Time Pothole Detection

YOLOv8 detector streaming through Kafka into a Streamlit dashboard, with REST APIs on AWS.

  • Kafka streaming pipeline
  • Streamlit dashboard plus REST APIs
YOLOv8KafkaStreamlitAWSPrivate / work project

Stack

PyTorch and fine-tuned LLMs up front, AWS and vLLM behind them, TypeScript holding the SDK together.

Black chips are daily drivers.

AI / ML
PyTorchTensorFlowTransformersOpen agent frameworksDevtoolsLLM fine-tuning
Computer Vision
YOLOv8GroundingDINOOpenCVVLMs
MLOps & Cloud
AWSOCIDockerCI/CDModel monitoringInference optimizationvLLM
Engineering
PythonTypeScriptBunSoliditySQL/NoSQLREST APIsTDDAgent harness designSDK designEval and red teaming
Data
PandasNumPyMatplotlibPlotlyStreamlit

Certifications

OCI Generative AI Certified Professional

Oracle - Jul 2024

Agentic AI Certified Associate

Oracle - Jul 2026

Copado Certified AI

Copado - Jul 2026

Prompt & AI Engineering Certification

MFT - Jun 2024

Domains

Blockchain / Web3 securityConstruction tech (MEP)Public infrastructure computer visionFinTech risk scoringMulti-modal AI systems

Agents that tell the truth.

Contact

Let's build agents that tell the truth.

Available for remote work, worldwide. Based in Bangalore (IST, UTC+5:30) - replies within a day.