> **FOR CLAUDE: Read the SESSION STATE, DESIGN PRINCIPLES, and DUAL-USE CONTEXT sections before doing anything.**
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FOR CLAUDE: Read the SESSION STATE, DESIGN PRINCIPLES, and DUAL-USE CONTEXT sections before doing anything.
Every decision in this codebase must respect this hierarchy:
| Priority | Principle | Rationale |
|---|---|---|
| 1 | Legal Protection | Grants, tax status, IP, liability — non-negotiable |
| 2 | Science | DRIFT is the core mission; research integrity first |
| 3 | Cost-Efficiency | Prevent runaway costs; hard limits for external tenants |
| 4 | Functionality | Features that work correctly |
| 5 | User-Friendliness | Nice to have, never at expense of above |
Preventing ridiculous costs must be hardwired into every aspect of this application.
Last Updated: 2026-01-11
This platform operates on TWO distinct planes. Never conflate them.
| Aspect | QUANTA (Education Plane) | Project DRIFT (Research Plane) |
|---|---|---|
| What it is | Educational SaaS platform | Scientific research program |
| NAICS | 541511 (Software Services) | 541715 (R&D Physical Sciences) |
| Purpose | Deliver curriculum | Generate knowledge |
| Users | Students, educators | Researchers, investigators |
| Outputs | Learning, competency | Data, findings, publications |
| Status | Commercial product | Active research |
| Language | "Learn," "practice," "master" | "Investigate," "observe," "characterize" |
Activity classification depends on intent, technical uncertainty, and outcome — not on shared code or infrastructure.
Full governance framework at:
~/Corporate/AxionDeepLabs/Quanta_Dual_Use_Governance/
Key documents to reference:
02_Policies/03_Dual_Use_Platform_Policy_Quanta.md02_Policies/06_Language_And_Labeling_Guide.md03_Research_Charter/01_Research_Charter_Summary.mdDRIFT: Degradation Regimes In Iterated Field Transformations
Investigating behavioral uncertainty in quantum system state evolution under repeated manipulation, focusing on gradual degradation of stability under variation in operator ordering and diversity, in regimes where closed-form analytical prediction is not feasible across all configurations.
Supported by peer-reviewed literature:
Use language like:
Never describe DRIFT as a product, service, or commercial offering.
An educational SaaS platform delivering structured curriculum and interactive simulation of established quantum computing concepts.
Use language like:
Never claim students are "participating in research" or describe educational features as "experimental" (unless actually part of documented experiments).
/ → Home (Axion Deep Labs) /solutions → All offerings overview /quanta → QUANTA Education Platform (commercial) /quanta/pricing → Subscription tiers /quanta/demo → Interactive demo /research → Project DRIFT (R&D) /research/publications → Papers, findings /research/methodology → How we conduct research
/quanta/*/research/*quanta/ ├── backend/ # FastAPI Python backend │ ├── app/ │ │ ├── main.py # FastAPI app entry │ │ ├── curriculum/ # Lesson content │ │ └── simulation/ # Quantum simulation engine │ └── venv/ ├── frontend/ # React + TypeScript + Vite │ ├── src/ │ │ ├── components/ │ │ │ └── lessons/ │ │ │ └── sections/ │ │ └── pages/ │ └── package.json ├── docker-compose.yml └── CLAUDE.md # This file
# Backend (development) cd backend && source venv/bin/activate && uvicorn app.main:app --reload # Frontend (development) cd frontend && npm run dev # Build frontend cd frontend && npm run build # Full stack with Docker docker-compose up
Objective: Establish clear separation on axiondeep.com
1.1. Create
route/research
1.2. Refine
or /quanta
route/solutions/quanta
1.3. Language audit
Objective: Establish credibility for DRIFT
2.1. Research methodology page
2.2. Publications/findings section
2.3. Scientific advisory context
Objective: Commercial-ready education offering
3.1. Curriculum showcase
3.2. Pricing and access
3.3. University partnership materials
Objective: Build the actual QUANTA platform capabilities
4.1. Core simulation engine
4.2. Curriculum delivery
4.3. Research instrumentation
any/components/pagesfrontend/src/components/lessons/sections/backend/app/curriculum/lessons/# DRIFT:~/Corporate/AxionDeepLabs/Quanta_Dual_Use_Governance/ ├── 02_Policies/06_Language_And_Labeling_Guide.md # Approved terms ├── 03_Research_Charter/01_Research_Charter_Summary.md # DRIFT focus ├── 08_Glossary/01_Glossary.md # Definitions
~/AllProjects/axiondeep/ ├── src/pages/ # Add /research, update /quanta ├── src/components/ # Shared components └── CLAUDE.md # Site-specific guidance
~/AllProjects/quanta/ ├── backend/app/ # API and simulation ├── frontend/src/ # React UI └── CLAUDE.md # This file
Before ending a session: