| | --- |
| | license: mit |
| | tags: |
| | - cognitive-ai |
| | - neuro-symbolic |
| | - multimodal |
| | - ethics |
| | - quantum |
| | - gradio-app |
| | - codette2 |
| | model-index: |
| | - name: Codette2 |
| | results: [] |
| | --- |
| | |
| | # Model Card for Codette2 |
| |
|
| | Codette2 is a multi-agent cognitive assistant fine-tuned on GPT-4.1, integrating neuro-symbolic reasoning, ethical governance, quantum-inspired optimization, and multimodal analysis. It supports both creative generation and philosophical insight, with support for image/audio input and explainable decision logic. |
| |
|
| | ## Model Details |
| |
|
| | ### Model Description |
| |
|
| | - **Developed by:** Jonathan Harrison |
| | - **Model type:** Cognitive Assistant (multi-agent) |
| | - **Language(s):** English |
| | - **License:** MIT |
| | - **Fine-tuned from model:** GPT-4.1 |
| |
|
| | ### Model Sources |
| |
|
| | - **Repository:** https://www.kaggle.com/models/jonathanharrison1/codette2 |
| | - **Demo:** Gradio and Jupyter-ready |
| |
|
| | ## Uses |
| |
|
| | ### Direct Use |
| |
|
| | - Creative storytelling, ideation, poetry |
| | - Ethical simulations and governance logic |
| | - Image/audio interpretation |
| | - AI research companion or philosophical simulator |
| |
|
| | ### Out-of-Scope Use |
| |
|
| | - Clinical therapy or legal advice |
| | - Deployment without ethical guardrails |
| | - Bias-sensitive environments without further fine-tuning |
| |
|
| | ## Bias, Risks, and Limitations |
| |
|
| | This model embeds filters to detect sentiment and flag unethical prompts, but no AI system is perfect. Outputs should be reviewed when used in sensitive contexts. |
| |
|
| | ### Recommendations |
| |
|
| | Use with ethical filters enabled and log sensitive prompts. Augment with human feedback in mission-critical deployments. |
| |
|
| | ## How to Get Started with the Model |
| |
|
| | ```python |
| | from ai_driven_creativity import AIDrivenCreativity |
| | creator = AIDrivenCreativity() |
| | print(creator.write_literature("Dreams of quantum AI")) |
| | ``` |
| |
|
| | ## Training Details |
| |
|
| | ### Training Data |
| |
|
| | Custom dataset of ethical dilemmas, creative writing prompts, philosophical queries, and multimodal reasoning tasks. |
| |
|
| | ### Training Hyperparameters |
| |
|
| | - **Epochs:** Variable (~450 steps) |
| | - **Precision:** fp16 |
| | - **Loss achieved:** 0.00001 |
| |
|
| | ## Evaluation |
| |
|
| | ### Testing Data |
| |
|
| | Ethical prompt simulations, sentiment evaluation, creative generation scores. |
| |
|
| | ### Metrics |
| |
|
| | Manual eval + alignment tests on ethical response integrity, coherence, originality, and internal consistency. |
| |
|
| | ### Results |
| |
|
| | Codette2 achieved stable alignment and response consistency across >450 training steps with minimal loss oscillation. |
| |
|
| | ## Environmental Impact |
| |
|
| | - **Hardware Type:** NVIDIA A100 (assumed) |
| | - **Hours used:** ~3.5 |
| | - **Cloud Provider:** Kaggle / Colab (assumed) |
| | - **Carbon Emitted:** Estimated via [MLCO2](https://mlco2.github.io/impact) |
| |
|
| | ## Technical Specifications |
| |
|
| | ### Architecture and Objective |
| |
|
| | Codette2 extends GPT-4.1 with modular agents (ethics, emotion, quantum, creativity, symbolic logic). |
| |
|
| | ## Citation |
| |
|
| | **BibTeX:** |
| | ``` |
| | @misc{codette2, |
| | author = {Jonathan Harrison}, |
| | title = {Codette2: Cognitive Multi-Agent AI Assistant}, |
| | year = 2025, |
| | howpublished = {Kaggle and HuggingFace} |
| | } |
| | ``` |
| |
|
| | **APA:** |
| | Jonathan Harrison. (2025). *Codette2: Cognitive Multi-Agent AI Assistant*. Retrieved from HuggingFace. |
| |
|
| | ## Contact |
| |
|
| | For issues, contact: jonathanharrison1@protonmail.com |
| |
|
