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.