Shreshth Rajan

I study Pure Math and Philosophy at Harvard.

I left school to be the first person on the team at Forge and founding engineer at Pillar.

Research
Arithmetic Intensity Aware Quantization — Post-training quantization optimizing FLOPs/byte. 1.66x speedup. [arxiv]
Uncertainty Gated Retrieval — Test-time retrieval for semantic segmentation. +11% accuracy, 87.5% cost reduction. [arxiv]
Multiver — Multi-agent memory-augmented code verification. Beats fine-tuned models on real-world vulnerability detection. [arxiv]
Multi-Agent Code Verification — Proved why multi-agent verification works. 76% bug detection in <200 ms. [arxiv]
Social Contagion and Bank Runs — LLM agents predicting the SVB→First Republic cascade. [arxiv]
Geodesics on Finite 2-Manifolds — Discrete analog of geodesic spreading in general relativity. [paper]
Projects
Harvy — AI academic advisor used by thousands of Harvard students. [site] [press]
Visdep — Codebase visualizer that turns large repos into interactive maps. [site]
STAR — Self-learning system that cuts human labeling for code generation by 85%.
Sisyphus — Physics-integrated world models for robot RL environments.
Robomerge — First autonomous VLA preprocessing pipeline. [github]
Writing
India's Automation Trap

I support missions that can meaningfully alter the human narrative. A few include: Arda (seed), Etched (seed), Applied Compute (seed), Sable (seed), Transfyr AI (advisor), Advanced Machine Intelligence (seed), Operating Intelligence (seed).

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