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FirstPrinciples Tech Stack

AI research nonprofit developing systems to discover fundamental physics

Non-profit Organizations Toronto 11–50 employees Founded 2024 Nonprofit

FirstPrinciples is a Toronto-based nonprofit (founded 2024) building an AI system to uncover the laws of nature through machine reasoning. The stack reveals a compute-heavy operation: HPC, InfiniBand, Slurm, Kubernetes orchestration alongside ChatGPT and Claude, indicating substantial infrastructure for large-scale model training. Hiring is decelerating (2 roles in last 30 days) despite active pain points around scaling training and attracting technical talent — typical for early-stage research orgs balancing deep talent needs with pre-revenue funding constraints.

Tech Stack 17 technologies

Core StackSalesforce Asana AWS Kubernetes Docker Ansible Linux ChatGPT Claude LaTeX HPC InfiniBand Slurm Salt Chef Unix CI/CD

What FirstPrinciples Is Building

Challenges

  • Securing multi-million dollar commitments
  • Access to government research funding
  • Closing transformational deals
  • Scaling hiring
  • Attracting highly technical talent
  • Balancing long-term talent strategy
  • Securing funding resources
  • Scaling large-scale model training
  • Integrating cloud and hpc environments
  • Scaling training to large models

Active Projects

  • Funding acquisition for ai physicist platform
  • Large-scale pre-training experiments
  • Ai physicist development
  • State-of-the-art methods and applications
  • Multi-year fundraising strategy
  • Metrics and accountability frameworks
  • Major donor cultivation
  • Data extraction projects
  • Llm-based extraction pipelines
  • Fundamental model research

Hiring Activity

Decelerating15 roles · 2 in 30d

Department

Engineering
4
Research
4
Fundraising
2
Data
1
HR
1
Legal
1
Product
1

Seniority

Senior
5
Director
3
Manager
2
Mid
2
Staff
2

Notable leadership hires: Director of Development

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About FirstPrinciples

FirstPrinciples operates as a mission-driven nonprofit research organization focused on AI-assisted discovery of fundamental physics. The team (11–50 employees, Toronto-based) spans engineering, research, data, product, and fundraising functions, with a lean leadership structure. Core projects center on building and scaling their AI Physicist platform, running large-scale pre-training experiments, and executing a multi-year funding strategy. The organization runs its own compute infrastructure (HPC + cloud on AWS) rather than relying solely on commercial AI APIs, enabling long-horizon training and proprietary model development.

HeadquartersToronto
Company Size11–50 employees
Founded2024
Hiring MarketsUnited States

Frequently Asked Questions

What is FirstPrinciples working on?

FirstPrinciples is developing an AI Physicist system to discover fundamental laws of nature. Active projects include large-scale pre-training experiments, LLM-based data extraction pipelines, and state-of-the-art physics methods research.

What tech stack does FirstPrinciples use?

The organization uses ChatGPT and Claude for inference, paired with HPC infrastructure (Slurm, InfiniBand), Kubernetes for orchestration, and AWS for cloud compute. LaTeX, Salesforce, and Asana round out development and operations tooling.

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