Founder · Engineer · Explorer

From ocean depths to cosmic heights — building at the frontier of AI.

A mixed repository of ideas, information and services. Self-taught engineer and founder writing about AI, technology, the outdoors, and the things in between.

Read the writing→See the work
3,400 km
Himalayan ride
11+
Himalayan treks
Platinum
Dive instructor
4
Ventures founded
40 m
Deepest focus
10K+
Hours of code

Selected writing

Latest from the journal

19 min read

Model Orchestration Is the Decisive New SDLC

The next generation of software will not be defined by a single model. It will be defined by how intelligently we train, compress, route, evaluate and govern a portfolio of models.

AITechnology
14 min read

AI Implementation Is At A Crossroads: Why Innovation Partnerships Will Beat Fixed-Cost Delivery

Enterprise clients want certainty. AI, by its very nature today, demands discovery. Why innovation partnerships — not fixed-cost delivery — are the more honest, more disciplined path to durable enterprise AI value.

TechnologyAI
10 min read

The New Open Source War: AI Made Attacks Faster, But Defence Finally Caught Up

Open source is one of humanity’s finest acts of organised optimism. A developer writes something useful. Another improves it. A third builds a business on top of it. Then millions of applications silently depend on it. No grand permission. No central kingdom. Just code, trust, and momentum. That trust is now under stress. Not because…

AITechnology
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Ventures

Companies built across technology, AI, travel and the sea.

M37Labs

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Enterprise AI built to automate complex systems and push humanity's boundaries.

Enterprise AIRaised pre-seed · Oct 2024

AstraTechz

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High-standard technology solutions that lift micro and small enterprises.

Software Studio

GoAndamans

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A leading Destination Management Company and travel portal for the Andaman Islands.

Travel

Outback Resorts

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A boutique eco-luxury stay in the Andaman Islands, born from a love of the ocean.

Hospitality

Press

15 mentions

Kind people wrote things down.

I’m genuinely grateful that folks with real deadlines spent them on what we’ve built — plastic-bottle resorts, reef conservation, and governed agentic AI. Every clipping I’ve happily kept.

The Times of India

M37Labs launches a governed agentic-AI platform on NemoClaw & OpenClaw

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TechCircle

Enterprises shift from open APIs to offline, proprietary models

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ET BrandEquity

Vivek Suchanti invests in M37Labs

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VCCircle

Mindgrove & M37Labs secure early-stage investments

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YourStory

M37Labs featured in the daily startup roundup

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Business News This Week

M37Labs secures pre-seed funding from Concept Group

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BizNewsDesk

Concept Group backs M37Labs with pre-seed investment

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Smart Business News

M37Labs lands initial investment from Concept Group

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Outlook Traveller

The Andamans' first recycled eco-luxury resort

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The Better India

A resort built from recycled plastic & rubber waste

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Local Samosa

A resort made of five lakh plastic bottles

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The Indian Express

Scuba divers on climate change & marine life

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The Paradigm Shift

TPS #82 — Co-founding Outback Resorts, Havelock

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CEVA Education

Creating an eco-friendly future & conserving the underwater ecosystem

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Stride

How to become a scuba diving instructor

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Watch

On camera

Talks, interviews, demos and a few quick takes — on AI, the ocean, and building things.

Shorts

The ability for a solution, is proportional to one's exposure to problems.
More aphorisms →

Builds

8 projects · scroll

Things shipped

Toolkit

The stack I reach for

PythonJavaScriptTypeScriptNext.jsDjangoReact NativeOpenAILlamaCrewAIPydantic

Self-taught across the stack — from Python and Django backends to Next.js and React Native front ends, with a focus on applied AI, agents and fine-tuned models.

Let’s build something.

Working on AI, an ambitious product, or an idea at the frontier? I’d love to hear about it.

Say hello