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Thiyagarajan Maruthavanan (Rajan) · @thiyagarajan

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About Me Build Invest Write

From www.mtrajan.com

I am Rajan, a builder at Kalmantic Labs operating between Bangalore and San Francisco. I have been working on AI since the computer‑vision days at IIIT‑H, built a startup during the SIFT era, and later held product leadership roles at Intuit and in enterprise software. I now make early‑stage “bamboo shoot pre‑seed” investments via Upekkna and focus on inference economics and agent infrastructure at Kalmantic.

My core thesis is: No AGI without peak tokens per watt per dollar.

I evaluate ideas by the test: You know an answer is good when a child can repeat it back.

I built a startup back when you hand-crafted SIFT vectors, then worked at Intuit and in enterprise software, going "through a few AI winters" before the timing lined up.

I co‑authored the SecLens paper, with MatterSec Lab.

I co‑authored the PeakWeights paper, with Vamshi Ambati.

My principal tools are peakinfer (code on GitHub) and peakweights (a site and research tool).

I frame the Scaling Law as Satya Nadella's successor to Moore's Law.

I use the Jensen Loop for navigating fog rather than adversaries: descend, identify, verify, execute.

I have authored five books on inference economics, agentic organization, operator frameworks, model simplicity, and enterprise agents, and I curate the “AI Papers That Were Right Too Early” collection, which includes 37 foundational papers such as Transformers, RLHF, and Chain‑of‑Thought. I also run side projects like nameornot.com, ultasuno.com, founderchart, ideaeval, and docopic, and I publish articles on my Substack covering topics from Anthropic competition to first‑principle thinking.