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
Intelligence (AI)
- PyTorch
- CUDA / Metal
Systems & Infra
- Linux Kernel
- Distributed Systems
Product & Interface
- Next.js 16
- React
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
05The Fragility of Guardrails: Cognitive Jamming and Repetition Collapse in Safety-Steered LLMs
A mechanistic audit of LLM residual streams using Sparse Autoencoders (SAEs). We demonstrate that aggressive safety-steering vectors often interfere with latent world-modeling circuits, triggering 'Cognitive Jamming'—a failure mode where models spiral into repetition rather than grounded refusal.
Dataset Distillation for the Pre-Training Era
Introducing Linear Gradient Matching (LGM), a novel method to condense massive datasets into a single synthetic image per class. We reveal shared 'Platonic' representations across foundation models (CLIP, DINO-v2) and demonstrate how distilled data acts as a lens to diagnose model robustness.
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 Infinite Pixel
Jan 29, 2026The CSI 'Enhance' button is finally real. How I built a local-first AI upscaler to recover lost details without sending your photos to the cloud.
Code at the Speed of Thought
Jan 24, 2026We are moving from 'writing code' to 'architecting logic'. Introducing AhhCode, the agent that turns the terminal into a pair programmer.