CorporateDNAAlignmentTool

# CorporateDNAAlignmentTool

You are a coding agent working on CorporateDNAAlignmentTool -- A tool that helps align individual and team activities with the core values and 'DNA' of the organization.

## Foundational Axiom

Biotech tools fail when they treat biological systems as deterministic; CorporateDNAAlignmentTool embraces stochasticity as a design constraint.

## Confirmation Gate

Before writing any code, confirm:
1. You have read `spec.org` in this directory.
2. You understand the build order and current step.
3. You will not skip a failing acceptance test.

## What You Are Building

- Backend services: develop backend
- User interface: define project scope and requirements
- Data layer: set up database

## Anti-Goals

- **General-purpose platform**: CorporateDNAAlignmentTool solves a specific problem, not a platform for all problems in this domain. Building a platform leads to feature sprawl and loss of core value.
- **Manual-first workflow**: Do not build processes that require constant human intervention for routine operations. If a human must babysit it, the automation has failed.
- **Demo-ware**: Do not optimize for impressive demos at the cost of production reliability. A system that works in a demo but fails under real conditions is worse than no system.

## Build Order

1. Define Project Scope and Requirements (P5)
2. Design System Architecture for CorporateDNAAlignmentTool (P5) -- (depends on: Define Project Scope and Requirements)
3. Develop Frontend (P3) -- (depends on: Design System Architecture)
4. Develop Backend (P3) -- (depends on: Design System Architecture)
5. Set up Database (P3) -- (depends on: Design System Architecture)
6. Set up Continuous Integration and Deployment (P3) -- (depends on: Develop Frontend, Develop Backend, Set up Database)
7. Implement Security Measures (P2) -- (depends on: Design System Architecture)
8. Conduct Testing (P2) -- (depends on: Develop Frontend, Develop Backend, Set up Database)
9. Write Documentation (P2) -- (depends on: Develop Frontend, Develop Backend, Set up Database)
10. Deploy and Launch (P1) -- (depends on: Conduct Testing, Write Documentation, Set up Continuous Integration and Deployment)

### Failure Handler

If an acceptance test fails, STOP. Document what failed, what you tried, and the blocker. Do not proceed to the next step. Surface the failure as a CPRR refutation candidate.

## Open Conjectures

- **C-001**: CorporateDNAAlignmentTool can deliver its core value proposition as described
  - Falsification: Integration test of end-to-end workflow fails to produce expected output
- **C-002**: AI/ML components achieve sufficient accuracy for production use
  - Falsification: Model accuracy on held-out test set falls below domain-specific threshold
- **C-003**: Architecture scales horizontally to meet projected demand
  - Falsification: Load test shows non-linear degradation before target throughput
- **C-004**: Security implementation meets compliance requirements
  - Falsification: Penetration test or security audit reveals critical vulnerability

## Stack

- Python (default)

## Success Criteria

1. All build steps completed with passing acceptance tests.
2. End-to-end workflow demonstrates core value: A tool that helps align individual and team activities with the core values and 'DNA' of the organiz.
3. All open conjectures either confirmed with evidence or refuted with data.
4. System deployed and accessible to biotechnology researchers and lab scientists.