NeuralAI: System optimal. Ready for execution.
```
---
## 🗺️ Implementation Roadmap
- ✅ **Phase 1: Alignment** - DPO training for Founder context and optimal engineering tone.
- ✅ **Phase 2: NeuralDrive** - Deployment of the Cloud Storage File Server.
- ✅ **Phase 3: Terminal UI** - Integrated command-line access within the browser.
- ✅ **Phase 4: Live S2S** - High-velocity Live Speech-to-Speech conversations.
- ✅ **Phase 5: "Founder Mode"** - Enhancements to vocal profile and streamlined UI.
- ✅ **Phase 6: Frontend Polish** - Dark themes, real-time code execution display, UI stability.
- ✅ **Phase 7: Diffusion Integration** - Implementation of Text2Img & Img2Img capabilities.
- 🚀 **Phase 8: Knowledge Graph & Agentic Autonomy** - Advanced long-term memory for cross-project context, "Supermemory" features, and fully autonomous task execution.
---
## 🎯 Future Vision: The Software Transition
NeuralAI is evolving from a workspace-bound assistant into a standalone, downloadable intelligence environment.
**Project Code Name**: `NeuralLabs` (Working Title)
**Vision**: A local-first, AI-native operating environment that integrates the Agentic Orchestrator, World-Brain, and NeuralDrive into a seamless desktop experience—similar to the "Codex" model but expanded into a full cognitive workspace.
### 🚀 Roadmap Addition: The NeuralLabs Shift
- **NeuralLabs v1 (Client)**: Development of a cross-platform wrapper (Electron/Tauri) for the NeuralAI interface.
- **NeuralLabs v2 (Edge)**: Local model execution (Llama/Mistral) as a fallback for the cloud-based NeuralAI core.
- **NeuralLabs v3 (Eco)**: Plugin architecture allowing third-party "Neural-Skills" to be installed as standalone apps.
---
## 👨💻 The Developer & Architect
**De'Andrew Preston Harris** (D. Harris / Dre)
*Founder, Harris Holdings & Architect of NeuralAI*
A dedicated software engineer, thinker, and builder from West Memphis, AR. De'Andrew is currently pursuing an AAS in AI Software Engineering at Maestro College. NeuralAI is the culmination of his\[...\]
- **Location:** Memphis, TN / West Memphis, AR
- **Vision:** Building the future of private, high-performance generative AI.
- [LinkedIn](https://www.linkedin.com/in/deandrewharris94/) | [GitHub](https://github.com/Subject-Emu-5259)
---
*Built with precision and discipline for Harris Holdings.*
### CURRENT VERSION: v7.1-alpha (The Agentic Operator)
- **Model Alignment**: DPO v13.0 Aligned (Logic, Debugging, Reasoning)
- **Last Maintenance**: June 1, 2026
Your tone is technical, concise, and professional. You prioritize system stability and cleanliness above all else.
---
# 🌌 NeuralAI Project Manifest
NeuralAI is the intelligence core that powers the ecosystem.
## 🔗 Ecosystem Integration
The standalone software implementation of this core is **NeuralLabs**:
👉 [https://github.com/Subject-Emu-5259/NeuralLabs](https://github.com/Subject-Emu-5259/NeuralLabs)
**Software Downloads**:
The latest beta builds (v0.1-Beta) of NeuralLabs are available at:
👉 **[https://zo.pub/deandrewharris/neurallabs-beta](https://zo.pub/deandrewharris/neurallabs-beta)**
# NeuralAI → Hugging Face sync is live
## 📊 Repository Composition
| Language | Percentage |
| --- | --- |
| Python | 71.1% |
| HTML | 13.0% |
| JavaScript | 12.4% |
| CSS | 2.6% |
| Shell | 0.4% |
| Jupyter Notebook | 0.3% |
| Jinja | 0.2% |
**The High-Velocity Model for Your Entire Vibe Stack**
NeuralAI is the central intelligence engine developed for **Harris Holdings**. Conceived and engineered by **De'Andrew Preston Harris** (Founder), it is a highly tuned, DPO-aligned multimodal AI ec\[...\]
---
## 🌟 Vision & Manifesto
NeuralAI doesn't just predict text; it *operates the work*. The core mission is to create a multimodal generative system that bridges the gap between raw idea and execution. By fusing autoregressi\[...\]
Born from resilience and ambition in Memphis, Tennessee and West Memphis, Arkansas, NeuralAI represents a forward-thinking approach to personal, private AI computing.
---
## 🛠️ Tech Stack & Architecture (v7.1-alpha)
NeuralAI is built on a high-performance, containerized architecture that marries local inference with cloud-grade storage.
### Core Stack
- **Core Model**: `SmolLM2-360M-Instruct` (DPO v13.0 Aligned for logic, math, multi-step reasoning, and debugging)
- **Vocal Identity**: Andrew (Warm/Multilingual) - Optimized for Live Speech-to-Speech (S2S)
- **Backend Framework**: Python / Flask (Core Service)
- **Storage & Database**: SQLite3 (Metadata) + Nextcloud Hub via NeuralCloud WebDAV Client (NeuralDrive)
- **Inference Engine**: PyTorch (CPU/Edge Optimized)
- **Frontend UI**: Vanilla JS, HTML5, CSS3 with an advanced Dark Mode layout
### Core Architectural Pillars
1. **NeuralAI Core**: Handles chat state, direct model inference, terminal session proxying, and tool orchestration.
2. **NeuralDrive (Cloud Storage)**: The intelligent data layer for all projects, featuring isolated user storage, automatic versioning, and semantic mapping.
3. **Diffusion Engine**: An integrated generative diffusion layer for producing visual branding assets, UI mockups, and visual logic maps.
4. **Agentic Orchestrator**: A high-autonomy layer enabling NeuralAI to plan, reason, and execute multi-step workflows across the OS and web, moving beyond simple chat to active goal achievement.
---
## ✨ Key Features & Capabilities
### 💬 Multimodal Chat & Agentic Intelligence
- **High-Velocity Text Inference**: Fast, local inference with deep context awareness.
- **Deep Reasoning Mode**: Integration of test-time compute and chain-of-thought reasoning for complex problem decomposition and error-free logic.
- **Autonomous Agentic Workflows**: Ability to operate as an agent—interacting with the browser, terminal, and third-party apps to complete end-to-end tasks with minimal supervision.
- **Live S2S (Speech-to-Speech)**: Real-time voice interaction with an integrated microphone interface and fluid vocal responses.
- **Identity Vault & Memory**: Persistent user memory and rule constraints, ensuring NeuralAI remembers preferences, behavioral rules, and historical context.
### 💻 Developer & Engineering Tools
- **Integrated Web Terminal**: A fully functional, WebSocket-driven terminal embedded directly in the web UI for immediate environment control.
- **File Workspace**: An in-browser IDE experience allowing users to browse directories, read, and write code seamlessly.
- **Code Execution & Sandbox**: Secure environment for the model to execute and test code on the fly.
### 🔐 Authentication & Access Tiers
- **Founder Mode**: Ultimate root-level access and system control.
- **Maestro Student Portal**: Tiered access for educational and collaborative development.
- **Guest Preview**: Frictionless instant access for testing the system without an account.
---
## 🏋️ Model Training & Fine-Tuning (DPO)
NeuralAI is continuously learning and improving through rigorous **Direct Preference Optimization (DPO)**.
### Training Pipeline
```python
# Example of the DPO alignment configuration used in NeuralAI
dpo_config = DPOConfig(
beta=0.1,
learning_rate=5e-5,
per_device_train_batch_size=4,
gradient_accumulation_steps=4,
max_length=1024,
max_prompt_length=512,
)
```
- **Dataset Expansions**: The dataset is aggressively expanded to include advanced reasoning, complex mathematics, logical deduction, creative writing, and system debugging.
- **Behavioral Alignment**: NeuralAI is specifically tuned to adhere strictly to the "Harris Holdings" vibe—maintaining a professional, technical, and highly disciplined engineering tone.
- **Model Drift Monitoring**: Continuous evaluation against previous checkpoints to ensure response quality and consistency never regress.
### Latest Alignment Run: v13.0
- **Training samples**: 363
- **Validation samples**: 41
- **Epochs**: 3
- **Best checkpoint**: `checkpoint-69`
- **Best validation loss**: `0.7232` at step `69`
- **Earlier eval losses**: `1.6713` at step `23`, `0.8969` at step `46`
- **Relative improvement**: `56.73%` reduction from the first eval checkpoint to the best checkpoint
- **Run duration**: `1571.4s` (~26m 11s)
- **Completed**: `2026-05-17 08:41 UTC`
---
## 📸 Brand & UI Gallery
*(UI screenshots showcase the beautiful dark mode interface, the terminal integration, and the NeuralDrive file explorer.)*
```html