Update README.md

README.md

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 - llama3-8b-8192
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+---
+
+Purple Team Code Workbench
+
+<p align="center">
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/67c714e90b99a2332e310979/L02-prFfHa7eBZGVf4uvR.jpeg" width="720" alt="Purple Team Code Workbench Banner"/>
+</p>
+<p align="center">
+  <strong>Streamlit-powered code generation and workflow orchestration surface for authorized purple-team operations.</strong>
+</p>
+<p align="center">
+  <img alt="Python" src="https://img.shields.io/badge/python-3.11%2B-blue">
+  <img alt="Streamlit" src="https://img.shields.io/badge/streamlit-1.57.0-red">
+  <img alt="License" src="https://img.shields.io/badge/license-Apache--2.0-green">
+  <img alt="Security" src="https://img.shields.io/badge/focus-purple--team-purple">
+</p>
+
+⸻
+
+Overview
+
+Purple Team Code Workbench is a Streamlit-based operational interface designed for structured, scope-aware security engineering workflows.
+
+The platform focuses on:
+
+* Authorized assessment workflows
+* Defensive and adversarial simulation support
+* Code generation for security operations
+* Evidence handling and finding management
+* Prompt-assisted workflow acceleration
+* Report artifact generation
+* Research and analysis augmentation
+
+The system is intentionally structured around controlled workflows rather than unrestricted autonomous execution. Because the internet already contains enough entropy generators wearing hoodies and calling themselves “operators.”
+
+⸻
+
+Core Design Principles
+
+Scope-First Architecture
+
+Every workflow begins with explicit authorization and target definition.
+
+The system is designed to reduce:
+
+* accidental scope drift
+* unsafe automation
+* uncontrolled execution paths
+* ambiguous operational state
+
+⸻
+
+Human-in-the-Loop Control
+
+The workbench assists analysts and engineers rather than replacing operational judgment.
+
+Generation ≠ execution.
+
+All generated output should be reviewed before use.
+
+⸻
+
+Evidence-Centric Workflow
+
+Outputs are treated as operational artifacts:
+
+* findings
+* prompts
+* code snippets
+* reports
+* remediation notes
+* validation records
+
+The system emphasizes traceability and reproducibility over “magic AI behavior.”
+
+A tragically rare design choice in 2026.
+
+⸻
+
+Features
+
+Current Capabilities
+
+* Streamlit-based UI
+* Scope-gated workflow controls
+* Security code generation surface
+* Passive recon helpers
+* Structured findings management
+* Markdown report export
+* Multi-model workflow support
+* Hugging Face Space deployment compatibility
+
+⸻
+
+Planned Capabilities
+
+* Agent orchestration
+* Prompt chaining
+* Workflow templates
+* Typed finding schemas
+* Evidence graphing
+* Drift-aware execution state
+* Multi-provider inference routing
+* Report diff/version tracking
+* Local LLM runtime support
+* LangGraph integration
+* MCP-compatible tool surfaces
+
+⸻
+
+Supported Models
+
+Current configured models:
+
+Model	Purpose
+HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive	Experimental coding and reasoning
+DeepHat/DeepHat-V1-7B	Security-oriented generation workflows
+llama3-8b-8192	General-purpose assistant workflows
+
+Model availability depends on provider access and deployment configuration.
+
+⸻
+
+Repository Structure
+
+.
+├── app.py
+├── requirements.txt
+├── README.md
+├── assets/
+├── workflows/
+├── prompts/
+├── reports/
+├── utils/
+└── components/
+
+Recommended modularization:
+
+Directory	Purpose
+workflows/	Workflow orchestration logic
+prompts/	Prompt templates and chains
+reports/	Generated report artifacts
+utils/	Shared utilities
+components/	Streamlit UI components
+assets/	Static images and branding
+
+⸻
+
+Installation
+
+Local Development
+
+Clone the repository:
+
+git clone https://github.com/your-org/purple-team-code-workbench.git
+cd purple-team-code-workbench
+
+Create a virtual environment:
+
+python -m venv .venv
+
+Activate the environment:
+
+Linux/macOS
+
+source .venv/bin/activate
+
+Windows
+
+.venv\Scripts\activate
+
+Install dependencies:
+
+pip install -r requirements.txt
+
+Run the application:
+
+streamlit run app.py
+
+⸻
+
+Hugging Face Spaces Deployment
+
+This repository is compatible with:
+
+* Hugging Face Streamlit Spaces
+* CPU deployments
+* OAuth-enabled Spaces
+* External inference providers
+
+Example metadata:
+
+sdk: streamlit
+sdk_version: 1.57.0
+app_file: app.py
+license: apache-2.0
+
+⸻
+
+Security Philosophy
+
+This project is intended for:
+
+* authorized testing
+* defensive research
+* purple-team simulation
+* workflow engineering
+* educational environments
+* internal security operations
+
+This repository is not intended for:
+
+* unauthorized access
+* destructive automation
+* malware deployment
+* credential theft
+* persistence tooling
+* uncontrolled exploitation
+
+Users are responsible for complying with all applicable laws and authorization requirements.
+
+Tiny administrative detail. Society gets strangely emotional about “cybercrime.”
+
+⸻
+
+Recommended Operational Controls
+
+If deploying in production environments:
+
+* Require authentication
+* Log workflow activity
+* Separate trusted/untrusted prompts
+* Sandbox execution environments
+* Restrict outbound networking
+* Validate generated artifacts
+* Maintain immutable audit trails
+* Enforce scoped execution policies
+
+⸻
+
+Example Workflow
+
+Scope Definition
+    ↓
+Passive Recon
+    ↓
+Evidence Collection
+    ↓
+Finding Classification
+    ↓
+Code/Prompt Generation
+    ↓
+Human Validation
+    ↓
+Report Export
+
+⸻
+
+Development Roadmap
+
+Phase 1
+
+* Scope-gated workflows
+* Findings management
+* Report export
+* Prompt surface
+
+Phase 2
+
+* Agent coordination
+* Structured memory
+* Typed contracts
+* Multi-model routing
+
+Phase 3
+
+* Drift-aware orchestration
+* Evidence graphs
+* Policy enforcement engine
+* Autonomous validation loops
+
+⸻
+
+Contributing
+
+Contributions should prioritize:
+
+* clarity
+* safety
+* reproducibility
+* deterministic behavior
+* typed interfaces
+* operational traceability
+
+Before submitting:
+
+* run linting
+* validate workflows
+* document assumptions
+* avoid opaque automation behavior
+
+⸻
+
+License
+
+Licensed under the Apache 2.0 License.
+
+See the LICENSE file for details.
+
+⸻
+
+Disclaimer
+
+This project is provided for authorized security research, defensive engineering, and educational purposes only.
+
+The maintainers assume no liability for misuse, unauthorized deployment, or operational damage caused by derivative implementations.
+
+Because eventually someone always tries to turn a workflow engine into a cyberpunk side quest.
+
+⸻
+
+Acknowledgements
+
+Built with:
+
+* Streamlit
+* Hugging Face
+* Python Software Foundation
+
+Inspired by structured operational engineering, purple-team methodology, and the stubborn belief that security tooling should behave like systems engineering rather than ritual magic.