Ekjot Singh
Parsing the Thermodynamics of Intelligence.
I am a Systems Architect & Researcher building at the frontier of Deterministic AGI. Currently bridging the gap between biological intuition and digital reasoning at Metanthropic.
Selected Artifacts
01Technical Arsenal
02Languages
- Rust
- Python
Full Stack
- Next.js 16
- React
Infrastructure
- FastAPI
- PostgreSQL
AI & Research
- PyTorch
- TensorFlow
Education & Certifications
03Vellore Institute of Technology
Specialized in Artificial Intelligence and Systems Engineering.
Experience
04Metanthropic AI
The 'Alignment Gap' is the defining crisis of our time. I founded Metanthropic to move the industry from probabilistic guessing to deterministic reasoning. We are not just training models; we are mapping the physics of intelligence to ensure safe AGI.
Tealbase
A rebellion against the 'Success Disaster.' I built Tealbase to prove that you don't need a black-box BaaS to move fast. We give developers the realtime magic of Firebase with the raw power and correctness of Postgres.
Publications
05Dataset Distillation for the Pre-Training Era
Introducing Linear Gradient Matching to condense massive datasets into a single synthetic image per class, revealing shared 'Platonic' representations across foundation models.
The Platonic Representation Hypothesis
Exploring how diverse foundation models converge towards a shared representation of reality as they scale in compute and data.
The Notebook
06"The Notebook" is a collection of rough thoughts, research notes, and architectural decisions. It serves as a public log of my attempt to reverse-engineer intelligence.
View All Entries →The Death of the Yes-Man
Dec 15, 2025LLMs are sycophants. Why I built a multi-agent 'Boardroom' to force consensus through adversarial debate between GPT-4, Claude, and Gemini.
Why I Founded Metanthropic
Dec 13, 2025The path to AGI requires more than just scaling parameters. Why I started an independent lab to co-develop capability and safety as foundational properties.