Role:
- Building & Owning the AI Agent Infrastructure
- Designing and deploying multi-agent systems for investment research, M&A; due
diligence screening, and FP&A; automation using Python and frameworks like LangChain
or CrewAI
- Setting up and managing a private cloud workplace (AWS or Azure) where all AI
workloads run ensuring client data never leaves Tristone’s controlled environment
- Building and maintaining an internal knowledge base (vector database) that indexes all
past project work and makes it searchable by AI agents and analysts
- Integrating AI agents with external financial data sources using controlled API
connections with rate limiting and audit logging
- Owning the prompt library: write, test, version-control, and continuously improve the
prompts used by all agents
- Data Privacy & Security
- Architect a private LLM deployment self-hosted open-source models or private cloud
instances so client data never passes through shared public APIs
- Implementing data classification: tag incoming data by sensitivity and enforce routing




rules so confidential data only reaches approved private models
- Maintaining full audit logs of every AI agent action what went in, what model processed
it, what came out, who accessed it
- Enforcing role-based access controls so analysts use AI tools within defined permissions
- Produce monthly privacy compliance reports for senior leadership
- Coordinating with External Development Partners
- Serving as Tristone’s technical point of contact for any outsourced developers or firms
building AI modules
- Reviewing all code from external partners before deployment checking security, data
handling, and quality
- Writing technical specifications that translate analyst workflow requirements into
developer briefs
- Managing all code in a private GitHub repository with documentation Tristone always
owns and controls the codebase
- Continuous Improvement & Fine-Tuning
- Monitoring AI agent outputs daily: track accuracy, hallucination r

📌 Ai Engineer (Mumbai)
🏢 Tristone Partners
📍 Mumbai