I’m a founder, builder, and applied AI architect focused on designing and shipping production-grade AI systems.

My work sits at the intersection of AI, distributed systems, and product engineering— building systems that move from idea → architecture → real-world usage.

• Building AI-first products centered around:
  • Intelligent search and knowledge systems
  • Agent-driven workflows for complex business processes
  • Cost-aware, observable LLM platforms
• Designing systems where reliability, scale, and determinism matter as much as model quality
• Experimenting with agent orchestration, retrieval architectures, and workflow engines

I tend to stay quiet about specifics until things are live—but everything here is grounded in real production constraints.

• Generative AI & LLM systems (RAG, agents, orchestration)
• Search & knowledge platforms (from scratch → production)
• Distributed systems & workflow engines
• AI inference at scale (cost, latency, observability)
• System architecture & design trade-offs

• AI is a system, not a model
• Determinism beats cleverness in production
• Control flow belongs in code, not prompts
• If you can’t explain the failure mode, it’s not done

• Agent architectures that don’t collapse under complexity
• Retrieval + reasoning patterns beyond vanilla RAG
• Cost governance and observability for LLM-heavy systems
• Perception-driven systems across text, vision, and structured data

I’m always open to collaborating on:

• AI-first products with real users
• Search, retrieval, and agent-heavy systems
• Infrastructure or tooling that makes AI systems saner to build and operate

If you care about shipping, not just experimenting, we’ll probably get along.

• LinkedIn: https://www.linkedin.com/in/naresh-ganesan
• Blog: https://insightstream.dev
• Email: ng@insightstream.dev

For work-related conversations, please email first with brief context.
Unsolicited calendar invites are declined.

Most of my serious work lives in private repos or client environments. This profile reflects how I think, not the full surface area of what I build.