SLMs are being massively underestimated in the SME market
Newer frontier models ship weekly, but most SME workflows don't need frontier intelligence — they need cheap, reliable extraction, classification, and routing.…
Naad Dantale — Software & ML Engineer
I'm Naad — a software and ML engineer in Pune. As founding engineer at Sparkonomy I build AI agents and the systems around them that take the admin off creators' plates. Previously co-founded StepNex. I write code that makes sense, not just code that works, and build for coherence over velocity.
Built across
Sparkonomy
Viridium AI
Smollan
Constituents AI
Sparkonomy
Viridium AI
Smollan
Constituents AIThe operating picture
A snapshot of what I'm building, where I am, and what I'm into right now — rendered live where it can be.
Currently buildingFounding Engineer · Apr 2025 → now
The agentic intelligence layer underneath the creator economy — AI agents that don't just generate, but read, reason, call tools, and take admin work off creators' plates. I own the AI infra and scalable systems that turn capable models into dependable agents.
Read the vision18.52°N · 73.86°E
Building for a creator economy with no postal code.
Field notes
Latest · SLMs are being massively underestimated in the SME market
Published research
Sparse Mixture-of-Experts LLMs for Efficient ICD Code Prediction
IEEE ↗Off the keyboard
Marathoner, rock climber, and mountaineer. The interesting part always starts after you think you're done.
6th · Vedanta Pink City Half Marathon
Field notes
Mostly about AI, agents, and coherence over velocity. I try to post every week.
Newer frontier models ship weekly, but most SME workflows don't need frontier intelligence — they need cheap, reliable extraction, classification, and routing.…
Too many teams waste months reaching an MVP when vibe coding can get you to a testable idea in days. The MVP made sense when code was expensive. It's cheap now.…
Anthropic just dropped Claude Fable 5: a 50-million-line codebase migration in a single day, protein design ~10x faster than skilled humans. The rollout plan is…
Trajectory
From backend systems and ML internships to co-founding a SaaS company and now building agentic infrastructure.
Work

Founding Engineer
Apr 2025 — Present
Co-Founder
May 2024 — Present

Viridium AI
Software Engineer Intern
May 2024 — Jul 2024

Smollan
ML Intern
Dec 2023 — Mar 2024

Constituents AI
Back End Developer
May 2023 — Mar 2024
Communities
MUJ IEEE CS
Technical Secretary
Apr 2024 — Present
HackX, Manipal University Jaipur
Student Convenor
Apr 2024 — Sep 2024
MUJ IEEE CS
Tech Head
Apr 2023 — Mar 2024
Open to conversations
Agents, systems, the creator economy, or the long run — if any of it resonates, my inbox is open.