We're not building another AI app.

We're building an AI-native research system that emulates how top investors think — transforming complex data, ideas, and workflows into structured, decision-grade outputs. This is a systems + infrastructure problem, not a wrapper.

Jnaara is built by veteran researchers, portfolio managers, and CTOs from renowned hedge funds and asset management firms. We work closely with a $200B+ global asset management firm as a co-build partner — real workflows, real constraints, real users from day one.

This role is for an early-career engineer who codes exceptionally well and wants to grow rapid inside that system — working directly with our senior team, shipping to institutional users, and learning how research-grade AI systems are actually built.

⚡ The Technical Challenge
Our platform runs many AI agents collaborating across complex, multi-step workflows — each with different tools, data access patterns, and reasoning strategies.

Workflows are long-running, stateful, and non-deterministic
Outputs must be reproducible, explainable, and auditable




Systems must balance latency, cost, and reasoning quality
This is not prompt chaining. You'll be helping orchestrate intelligent systems under real-world constraints.

? What You'll Work On

Multi-Agent Systems
Build agent workflows: inter-agent communication, tool delegation, retries, and error recovery
Implement context and memory components: state persistence, retrieval layers, reasoning traces
Backend & Async Systems
Build async-first Python/FastAPI services handling concurrent workflows and long-running jobs
Work with task orchestration, caching (Redis), queues (Celery), and compute pipelines
Data & Evaluation
Build pipelines transforming complex, heterogeneous financial data into structured outputs
Help build evaluation harnesses for output quality — golden datasets, regression tests, LLM-as-judge — so agents are measured, not vibes-checked
Observability
Instrument tracing, latency profilin

📌 Software Engineer (Chennai)
🏢 Jnaara
📍 Chennai