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Revise README.md for improved clarity and detail

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Updated the README.md to enhance clarity and detail about BLUX-cA, including installation, usage, features, and contributing guidelines.

Signed-off-by: ~JADIS <theoutervoid@outlook.com>

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  1. README.md +483 -168
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@@ -2,51 +2,179 @@
2
 
3
  [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](LICENSE)
4
  [![Python](https://img.shields.io/badge/python-3.8+-blue.svg)](https://www.python.org/downloads/)
 
5
 
6
- > A constitutional AI orchestration layer that applies ethics, discernment, and self-reflection to every action.
7
 
8
- BLUX-cA (Clarity Agent) is the conscious reasoning kernel of the BLUX ecosystemβ€”a constitution-driven, multi-agent orchestration engine designed to provide aligned guidance, secure code execution, self-reflection, and verifiable intelligence. It serves as the foundational layer for BLUX-Lite (orchestrator), BLUX-Quantum (CLI operations), and BLUX-Guard (security cockpit).
9
 
10
- ## 🎯 Vision
11
 
12
- BLUX-cA combines constitutional reasoning, adaptive memory, and multi-agent collaboration to create AI systems that prioritize:
13
 
14
- - **Integrity over Approval** – Truth-aligned responses
15
- - **Light over Denial** – Confronting reality with compassion
16
- - **Privacy by Design** – Local-first, consent-gated memory
17
- - **Verifiable Intelligence** – Immutable audit trails and hash-chained logs
18
 
19
- ## ✨ Key Features
20
 
21
- ### 🧠 Constitutional Intelligence
22
- - **Adaptive Memory System** with weighted reinforcement and decay
23
- - **Consent-Gated Persistence** – All data stored locally on user devices
24
- - **Constitutional Learning** – Aligned with the BLUX ethical framework
25
- - **Self-Reflection Engine** – Koan-based prompts for continuous improvement
26
 
27
- ### πŸ”„ Multi-Agent Orchestration
28
- - **Model Delegation** with router-guided task distribution
29
- - **Conflict Resolution** through consensus algorithms
30
- - **Broadcast & Fan-Out** for complex parallel reasoning
31
- - **Split/Merge Pipelines** for collaborative problem-solving
32
 
33
- ### πŸ’» Advanced Code Intelligence
34
- - **Code Context Layer** – Repository scanning and anchor detection
35
- - **Multi-Language Evaluators** – Python, JavaScript/TypeScript, Bash
36
- - **Diff Generation** – Minimal, unified patches for safe code updates
37
- - **Secure Sandboxing** – Controlled execution environments
38
 
39
- ### πŸ›‘οΈ Enterprise Security
40
- - **Token-Based Authentication** with role-based authorization
41
- - **Multi-User Isolation** for secure concurrent operations
42
- - **Tamper-Evident Audit Logs** – Append-only, hash-chained records
43
- - **Doctrine Integration** – Policy-driven governance layer
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
44
 
45
- ### πŸ“Š Observability
46
- - **Real-Time Monitoring** of agent performance
47
- - **Execution Trail Logging** for debugging and analysis
48
- - **Optional Web Dashboard** for visualization
49
- - **Telemetry Integration** for insights
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
50
 
51
  ## πŸš€ Quick Start
52
 
@@ -66,24 +194,26 @@ python ca.py --version
66
 
67
  ### Basic Usage
68
 
 
 
69
  ```bash
70
- # Reflect on a question
71
- python ca.py reflect "I need guidance on making a difficult decision"
72
 
73
- # Start interactive REPL
74
  python ca.py repl
75
 
76
  # Evaluate code
77
  python ca.py code-eval --file utils.py
78
 
79
- # Run code tasks
80
- python ca.py code-task "Analyze this function for security issues"
81
 
82
  # Export audit logs
83
  python ca.py audit-export
84
  ```
85
 
86
- ### Python API
87
 
88
  ```python
89
  from blux_ca.core.heart import ConsciousHeart
@@ -93,7 +223,7 @@ from blux_ca.core.clarity_engine import ClarityEngine
93
  engine = ClarityEngine()
94
  heart = ConsciousHeart(engine)
95
 
96
- # Process a request
97
  result = heart.process(
98
  "I feel lost and need guidance.",
99
  user_type="struggler"
@@ -102,208 +232,393 @@ result = heart.process(
102
  print(result.message)
103
  ```
104
 
 
 
105
  ## πŸ“‚ Project Structure
106
 
107
  ```
108
  blux-ca/
109
- β”œβ”€β”€ ca/ # Core agent implementation
110
- β”‚ β”œβ”€β”€ agent/ # Agent logic and reasoning
111
- β”‚ β”‚ β”œβ”€β”€ advanced/ # Advanced features (memory, monitoring)
112
- β”‚ β”‚ β”œβ”€β”€ constitution.py # Constitutional framework
113
- β”‚ β”‚ β”œβ”€β”€ discernment.py # Decision-making logic
114
- β”‚ β”‚ └── memory.py # Memory management
115
- β”‚ β”œβ”€β”€ api/ # API service layer
116
- β”‚ β”œβ”€β”€ core/ # Core engine components
117
- β”‚ β”‚ β”œβ”€β”€ clarity_engine.py # Main reasoning engine
118
- β”‚ β”‚ β”œβ”€β”€ heart.py # Conscious processing core
119
- β”‚ β”‚ β”œβ”€β”€ code_context.py # Code analysis layer
120
- β”‚ β”‚ └── diff_engine.py # Code diff generation
121
- β”‚ β”œβ”€β”€ evaluator/ # Code evaluation engines
122
- β”‚ β”‚ β”œβ”€β”€ python.py # Python evaluator
123
- β”‚ β”‚ β”œβ”€β”€ js_ts.py # JavaScript/TypeScript evaluator
124
- β”‚ β”‚ └── advanced/ # Async and pipeline evaluators
125
- β”‚ β”œβ”€β”€ orchestrator/ # Multi-agent coordination
126
- β”‚ β”‚ β”œβ”€β”€ router.py # Task routing logic
127
- β”‚ β”‚ β”œβ”€β”€ controller.py # Orchestration controller
128
- β”‚ β”‚ └── secure/ # Security layer
129
- β”‚ └── adaptors/ # External integrations
130
- β”‚ β”œβ”€β”€ doctrine.py # Doctrine engine integration
131
- β”‚ β”œβ”€β”€ guard.py # BLUX-Guard integration
132
- β”‚ └── quantum.py # BLUX-Quantum CLI integration
133
- β”œβ”€β”€ constitution/ # Constitutional definitions
134
- β”œβ”€β”€ doctrine/ # Policy and governance rules
135
- β”œβ”€β”€ ethos/ # Ethical framework
136
- β”œβ”€β”€ docs/ # Comprehensive documentation
137
- β”œβ”€β”€ scripts/ # Utility scripts
138
- β”œβ”€β”€ tests/ # Test suite
139
- └── ca.py # Main CLI entry point
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
140
  ```
141
 
 
 
 
 
142
  ## πŸ”§ Configuration
143
 
144
- BLUX-cA uses a hierarchical configuration system:
 
 
 
 
145
 
146
- 1. **Default Configuration** – Built-in sensible defaults
147
- 2. **Environment Variables** – Runtime overrides
148
- 3. **Local Config Files** – User-specific settings
149
 
150
  ```yaml
151
- # config.yaml example
152
  orchestrator:
153
  max_agents: 5
154
  timeout: 30s
 
155
 
156
  memory:
157
  decay_rate: 0.1
158
  reinforcement_factor: 1.5
 
159
 
160
  security:
161
  audit_enabled: true
162
  sandbox_mode: strict
 
 
 
 
 
 
163
  ```
164
 
165
- See [docs/CONFIGURATION.md](docs/CONFIGURATION.md) for detailed options.
166
 
167
- ## πŸ§ͺ Testing
168
 
169
- ```bash
170
- # Run all tests
171
- pytest
172
 
173
- # Run specific test suites
174
- pytest tests/test_agent.py
175
- pytest tests/test_evaluator.py
176
- pytest tests/test_orchestrator.py
 
 
 
 
 
 
 
 
 
 
177
 
178
- # Run with coverage
179
- pytest --cov=ca --cov-report=html
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
180
  ```
181
 
182
- ## πŸ“š Documentation
 
 
 
 
183
 
184
- Comprehensive documentation is available in the `docs/` directory:
 
 
 
 
 
185
 
186
- - [Architecture Overview](docs/ARCHITECTURE.md)
187
- - [Installation Guide](docs/INSTALL.md)
188
- - [Configuration Reference](docs/CONFIGURATION.md)
189
- - [Security Model](docs/SECURITY.md)
190
- - [Privacy Guarantees](docs/PRIVACY.md)
191
- - [Integration Guide](docs/INTEGRATIONS.md)
192
- - [Operations Manual](docs/OPERATIONS.md)
193
- - [Troubleshooting](docs/TROUBLESHOOTING.md)
194
 
195
  ## 🀝 Contributing
196
 
197
- We welcome contributions that align with the BLUX Constitution:
 
 
198
 
199
  - **Integrity > Approval** – Honest feedback and truthful code
200
- - **Truth > Comfort** – Solutions over convenient shortcuts
201
  - **Light > Denial** – Transparency in all changes
202
 
203
- ### Contribution Guidelines
204
 
205
- 1. Fork the repository
206
- 2. Create a feature branch (`git checkout -b feature/amazing-feature`)
207
- 3. Write tests for your changes
208
- 4. Ensure all tests pass (`pytest`)
209
- 5. Update documentation as needed
210
- 6. Commit your changes (`git commit -m 'Add amazing feature'`)
211
- 7. Push to the branch (`git push origin feature/amazing-feature`)
212
- 8. Open a Pull Request
213
 
214
  ### Requirements
215
 
216
- - Unit tests for all new functionality
217
- - Constitutional alignment verification
218
- - Clear documentation updates
219
- - No breaking changes to audit logs or security features
 
 
 
220
 
221
  ## πŸ—ΊοΈ Roadmap
222
 
 
223
  - [ ] Enhanced multi-model support (GPT-4, Claude, Gemini)
224
  - [ ] Visual dashboard for real-time monitoring
225
  - [ ] Extended sandboxing with container isolation
 
 
 
226
  - [ ] Distributed orchestration capabilities
227
  - [ ] Advanced memory compression and retrieval
228
- - [ ] Plugin architecture for custom evaluators
 
229
 
230
- See [docs/ROADMAP.md](docs/ROADMAP.md) for detailed plans.
 
 
 
 
231
 
232
- ## 🏒 Enterprise Features
233
 
234
- The enterprise subsystem includes:
235
 
236
- - **FastAPI Service** – RESTful API for integration
237
- - **Doctrine Integration** – Policy-driven governance
238
- - **BLUX-Guard Hooks** – Security monitoring and alerts
239
- - **BLUX-Lite Adapter** – Orchestration planning
240
- - **BLUX-Quantum CLI** – Advanced command-line tools
241
- - **MkDocs Site** – Hosted documentation
242
 
243
- ## πŸ“Š Architecture Highlights
244
 
245
- ### Conscious Processing Pipeline
 
 
 
 
 
 
246
 
247
- ```
248
- Input β†’ Perception β†’ Discernment β†’ Constitutional Check β†’ Verdict β†’ Response
249
- ↓
250
- Reflection & Audit
251
- ```
252
 
253
- ### Multi-Agent Coordination
254
 
255
- ```
256
- Router β†’ [Agent1, Agent2, Agent3] β†’ Conflict Resolution β†’ Merged Output
257
- ↓ ↓ ↓
258
- Model A Model B Model C
259
- ```
260
 
261
- ### Code Intelligence Flow
 
 
 
 
262
 
263
- ```
264
- Code β†’ Context Extraction β†’ Evaluation β†’ Diff Generation β†’ Validation β†’ Output
265
- ↓
266
- [Anchors, Ranges, Dependencies]
267
- ```
268
 
269
- ## πŸ”’ Security
270
 
271
- BLUX-cA prioritizes security at every layer:
272
 
273
- - **Sandboxed Execution** – Isolated environments for code evaluation
274
- - **Audit Logging** – Immutable, hash-chained records
275
- - **Access Control** – Token-based auth with role management
276
- - **Data Encryption** – At-rest and in-transit protection
277
- - **Vulnerability Scanning** – Continuous security monitoring
278
 
279
- Report security issues to: [outervoid.blux@gmail.com](mailto:outervoid.blux@gmail.com)
280
 
281
- ## πŸ“œ License
 
 
 
 
 
 
 
 
282
 
283
- This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details.
284
 
285
- ## 🌐 Links
 
 
 
 
286
 
287
- - **Website**: [github.com/Outer-Void](https://github.com/Outer-Void)
288
- - **Documentation**: [GitHub Pages](https://outer-void.github.io/blux-ca/)
289
- - **Issues**: [GitHub Issues](https://github.com/Outer-Void/blux-ca/issues)
290
- - **Discussions**: [GitHub Discussions](https://github.com/Outer-Void/blux-ca/discussions)
 
 
 
291
 
292
  ## πŸ™ Acknowledgments
293
 
294
  Built with the principles of conscious AI development:
295
- - Privacy-first design
296
- - Ethical reasoning frameworks
297
- - Constitutional alignment
298
- - Verifiable intelligence
299
- - Human sovereignty
 
300
 
301
  ---
302
 
303
- <p align="center">
304
- <strong>BLUX-cA</strong> – Where consciousness meets code
305
- </p>
 
 
 
 
 
 
 
306
 
307
- <p align="center">
308
- Made with ❀️ by <a href="https://github.com/Outer-Void">Outer Void</a>
309
- </p>
 
2
 
3
  [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](LICENSE)
4
  [![Python](https://img.shields.io/badge/python-3.8+-blue.svg)](https://www.python.org/downloads/)
5
+ [![Stars](https://img.shields.io/github/stars/Outer-Void/blux-ca)](https://github.com/Outer-Void/blux-ca/stargazers)
6
 
7
+ > **Conscious, Constitutional, Multi-Model, and Fully Audited**
8
 
9
+ BLUX-cA is the Conscious Agent kernel of the BLUX ecosystem β€” a constitution-driven, multi-agent reasoning engine designed to provide aligned guidance, orchestrated tooling, secure code execution, self-reflection, and verifiable intelligence.
10
 
11
+ It is the center of gravity for BLUX-Lite (orchestrator), BLUX-Quantum (CLI operations), BLUX-Guard (security cockpit), the Doctrine (ethical spine), and your future daughter-safe autonomy model.
12
 
13
+ ---
14
 
15
+ ## 🌟 Philosophy
 
 
 
16
 
17
+ BLUX-cA operates on three foundational principles:
18
 
19
+ - **Light > Denial** – Confronting reality with compassion
20
+ - **Integrity > Approval** – Truth-aligned responses over convenience
21
+ - **Truth > Comfort** – Honest guidance that serves growth
 
 
22
 
23
+ All while keeping data local, audit trails immutable, and user sovereignty non-negotiable.
 
 
 
 
24
 
25
+ ---
 
 
 
 
26
 
27
+ ## ⚑ Core Capabilities
28
+
29
+ ### 1. Adaptive Memory & Constitutional Learning
30
+
31
+ A privacy-first, consent-only memory system featuring:
32
+
33
+ - **Weighted Reinforcement Memory** – Learns from interaction patterns
34
+ - **Memory Decay** – Outdated information naturally fades
35
+ - **Consent-Gated Persistence** – User control over data retention
36
+ - **Router-Bound Context Assembly** – Intelligent context management
37
+ - **Reflective Distillation** – Summaries and filtered insights
38
+ - **Hash-Chained Audit Logs** – Append-only, tamper-evident records
39
+
40
+ **Memory lives locally on the user's device β€” never externally.**
41
+
42
+ ---
43
+
44
+ ### 2. The Conscious Heart
45
+
46
+ `blux_ca.core.heart.ConsciousHeart` orchestrates the core reasoning loop:
47
+
48
+ **Processing Pipeline:**
49
+ ```
50
+ Perception β†’ Discernment β†’ Constitutional Check β†’ Verdict β†’ Response
51
+ ↓
52
+ Reflection & Audit
53
+ ```
54
+
55
+ **Features:**
56
+ - Truth-alignment checks (integrity, awareness, compassion)
57
+ - Koan-based self-reflection prompts
58
+ - Case classification (struggler vs. indulger logic)
59
+ - Doctrine-bound action selection
60
+ - Direct integration with Clarity Engine
61
+
62
+ ---
63
+
64
+ ### 3. Multi-Agent Collaboration
65
+
66
+ BLUX-cA coordinates intelligently across model agents:
67
+
68
+ - **Task Broadcasting** – Distribute work efficiently
69
+ - **Split/Merge Outputs** – Parallel processing with synthesis
70
+ - **Conflict Resolution** – Consensus-building heuristics
71
+ - **Router-Guided Delegation** – Model selection optimization
72
+ - **Configurable Fan-Out** – Scale for complex reasoning tasks
73
+
74
+ ---
75
+
76
+ ### 4. Advanced Code Intelligence
77
+
78
+ Integrated evaluator suite for real code reasoning:
79
+
80
+ **Evaluators:**
81
+ - Python evaluator (safe-mode execution)
82
+ - Node-based JavaScript/TypeScript evaluator
83
+ - Bash subprocess evaluator
84
+ - Async evaluators for concurrent operations
85
+ - Multi-step pipeline evaluators
86
+
87
+ **Code Context Layer:**
88
+ - Repository scanning and indexing
89
+ - Line-range extraction with precision
90
+ - Anchor detection (`# >>> NAME`)
91
+ - Unified diff generation (diff-only workflow)
92
+ - Patch validation (prevents anchor deletion)
93
+
94
+ **Powers:**
95
+ - Intelligent bug finding
96
+ - Context-aware code explanation
97
+ - File-aware reasoning
98
+ - Minimal diffs for orchestrator integration
99
+
100
+ ---
101
+
102
+ ### 5. Secure Orchestrator Layer
103
+
104
+ Located in `ca/orchestrator/secure/`:
105
+
106
+ - **Token-Based Authentication** – Secure API access
107
+ - **Role-Based Authorization** – Granular permission control
108
+ - **Multi-User Isolation** – Secure concurrent operations
109
+ - **Tamper-Evident Audit Logs** – Complete action history
110
+ - **Controlled Evaluator Sandboxing** – Safe code execution
111
+
112
+ ---
113
 
114
+ ### 6. Real-Time Monitoring
115
+
116
+ Comprehensive observability system:
117
+
118
+ - **Threaded Agent Observer** – Non-blocking performance tracking
119
+ - **Evaluator Performance Metrics** – Execution profiling
120
+ - **Execution Trails** – Complete operation history
121
+ - **Optional Web Dashboard** – Visual monitoring interface
122
+ - **Automated Controller Insights** – Machine-readable telemetry
123
+
124
+ ---
125
+
126
+ ### 7. CLI & Script Utilities
127
+
128
+ **Main Entry Point:** `ca.py`
129
+
130
+ **Available Commands:**
131
+
132
+ ```bash
133
+ ca reflect # Philosophical reasoning on a query
134
+ ca explain # Explain code or concepts
135
+ ca code-eval # Evaluate code for quality/security
136
+ ca code-task # Execute code-related tasks
137
+ ca audit-export # Export audit logs for review
138
+ ca repl # Interactive REPL mode
139
+ ca doctrine # Query doctrine engine
140
+ ca memory # Memory management operations
141
+ ca router # Router configuration and testing
142
+ ca self-test # Run system diagnostics
143
+ ```
144
+
145
+ **Integration:** Works seamlessly with `bq` (BLUX Quantum) for cross-shell automation.
146
+
147
+ ---
148
+
149
+ ### 8. Comprehensive Testing
150
+
151
+ Located under `tests/`:
152
+
153
+ - Evaluator stress tests
154
+ - Sandbox validation
155
+ - Orchestrator load tests
156
+ - Constitution scenario checks
157
+ - CI-ready test suite with GitHub Actions
158
+
159
+ ---
160
+
161
+ ### 9. Optional Intelligence Stack
162
+
163
+ Activate extended reasoning capabilities:
164
+
165
+ - **Strategy/Tactic Selectors** – Adaptive approach selection
166
+ - **Meta-Cognition Pass** – Self-awareness in reasoning
167
+ - **Self-Critique** – Reflective rewriting and improvement
168
+ - **Predictive User Modeling** – Anticipate user needs
169
+ - **Multi-Agent Consensus** – Collaborative decision resolution
170
+
171
+ **Always constrained by:**
172
+ - The BLUX Constitution
173
+ - Integrity > Approval
174
+ - Truth > Comfort
175
+ - Light > Denial
176
+
177
+ ---
178
 
179
  ## πŸš€ Quick Start
180
 
 
194
 
195
  ### Basic Usage
196
 
197
+ **CLI Examples:**
198
+
199
  ```bash
200
+ # Philosophical reflection
201
+ python ca.py reflect "I feel lost today"
202
 
203
+ # Interactive REPL
204
  python ca.py repl
205
 
206
  # Evaluate code
207
  python ca.py code-eval --file utils.py
208
 
209
+ # Batch processing
210
+ python ca.py --batch tasks.txt
211
 
212
  # Export audit logs
213
  python ca.py audit-export
214
  ```
215
 
216
+ **Python API:**
217
 
218
  ```python
219
  from blux_ca.core.heart import ConsciousHeart
 
223
  engine = ClarityEngine()
224
  heart = ConsciousHeart(engine)
225
 
226
+ # Process a request with constitutional guidance
227
  result = heart.process(
228
  "I feel lost and need guidance.",
229
  user_type="struggler"
 
232
  print(result.message)
233
  ```
234
 
235
+ ---
236
+
237
  ## πŸ“‚ Project Structure
238
 
239
  ```
240
  blux-ca/
241
+ β”œβ”€β”€ CLARITY_AGENT_SPEC.md # Detailed specification
242
+ β”œβ”€β”€ LICENSE # Apache 2.0 License
243
+ β”œβ”€β”€ README.md # This file
244
+ β”œβ”€β”€ ca.py # Main CLI entry point
245
+ β”œβ”€β”€ pyproject.toml # Python project metadata
246
+ β”œβ”€β”€ requirements.txt # Dependencies
247
+ β”œβ”€β”€ mkdocs.yml # Documentation configuration
248
+ β”‚
249
+ β”œβ”€β”€ blux_ca/ # Legacy/alternative namespace
250
+ β”‚ └── [Python modules]
251
+ β”‚
252
+ β”œβ”€β”€ ca/ # Core agent implementation
253
+ β”‚ β”œβ”€β”€ adaptors/ # External system integrations
254
+ β”‚ β”‚ β”œβ”€β”€ bq_cli.py # BLUX Quantum CLI integration
255
+ β”‚ β”‚ β”œβ”€β”€ doctrine.py # Doctrine engine adapter
256
+ β”‚ β”‚ β”œβ”€β”€ guard.py # BLUX-Guard security hooks
257
+ β”‚ β”‚ β”œβ”€β”€ lite.py # BLUX-Lite orchestrator
258
+ β”‚ β”‚ └── quantum.py # Quantum CLI tooling
259
+ β”‚ β”‚
260
+ β”‚ β”œβ”€β”€ agent/ # Agent logic and reasoning
261
+ β”‚ β”‚ β”œβ”€β”€ advanced/ # Advanced features
262
+ β”‚ β”‚ β”‚ β”œβ”€β”€ adaptive_memory.py
263
+ β”‚ β”‚ β”‚ β”œβ”€β”€ monitoring.py
264
+ β”‚ β”‚ β”‚ β”œβ”€β”€ multi_agent.py
265
+ β”‚ β”‚ β”‚ └── reasoning.py
266
+ β”‚ β”‚ β”œβ”€β”€ constitution.py # Constitutional framework
267
+ β”‚ β”‚ β”œβ”€β”€ core_agent.py # Base agent implementation
268
+ β”‚ β”‚ β”œβ”€β”€ discernment.py # Decision-making logic
269
+ β”‚ β”‚ β”œβ”€β”€ memory.py # Memory management
270
+ β”‚ β”‚ └── audit.py # Audit logging
271
+ β”‚ β”‚
272
+ β”‚ β”œβ”€β”€ api/ # API service layer
273
+ β”‚ β”‚ β”œβ”€β”€ schemas.py # Data models
274
+ β”‚ β”‚ └── service.py # FastAPI service
275
+ β”‚ β”‚
276
+ β”‚ β”œβ”€β”€ core/ # Core engine components
277
+ β”‚ β”‚ β”œβ”€β”€ clarity_engine.py # Main reasoning engine
278
+ β”‚ β”‚ β”œβ”€β”€ heart.py # Conscious processing core
279
+ β”‚ β”‚ β”œβ”€β”€ code_context.py # Code analysis layer
280
+ β”‚ β”‚ β”œβ”€β”€ code_tasks.py # Code task execution
281
+ β”‚ β”‚ β”œβ”€β”€ diff_engine.py # Diff generation
282
+ β”‚ β”‚ β”œβ”€β”€ compass/ # Intent detection
283
+ β”‚ β”‚ β”œβ”€β”€ perception.py # Input processing
284
+ β”‚ β”‚ β”œβ”€β”€ discernment.py # Judgment logic
285
+ β”‚ β”‚ β”œβ”€β”€ reflection.py # Self-reflection
286
+ β”‚ β”‚ β”œβ”€β”€ constitution.py # Constitutional checks
287
+ β”‚ β”‚ β”œβ”€β”€ intervention.py # Intervention system
288
+ β”‚ β”‚ β”œβ”€β”€ koan.py # Philosophical prompts
289
+ β”‚ β”‚ β”œβ”€β”€ dimensions.py # Dimensional analysis
290
+ β”‚ β”‚ └── states.py # State management
291
+ β”‚ β”‚
292
+ β”‚ β”œβ”€β”€ evaluator/ # Code evaluation engines
293
+ β”‚ β”‚ β”œβ”€β”€ python.py # Python evaluator
294
+ β”‚ β”‚ β”œβ”€β”€ js_ts.py # JavaScript/TypeScript
295
+ β”‚ β”‚ └── advanced/ # Async evaluators
296
+ β”‚ β”‚ β”œβ”€β”€ bash_evaluator.py
297
+ β”‚ β”‚ β”œβ”€β”€ js_ts_async.py
298
+ β”‚ β”‚ β”œβ”€β”€ python_async.py
299
+ β”‚ β”‚ └── pipeline.py
300
+ β”‚ β”‚
301
+ β”‚ β”œβ”€β”€ orchestrator/ # Multi-agent coordination
302
+ β”‚ β”‚ β”œβ”€β”€ router.py # Task routing
303
+ β”‚ β”‚ β”œβ”€β”€ controller.py # Orchestration controller
304
+ β”‚ β”‚ β”œβ”€β”€ registry.py # Agent registry
305
+ β”‚ β”‚ β”œβ”€β”€ config.yaml # Orchestrator config
306
+ β”‚ β”‚ └── secure/ # Security layer
307
+ β”‚ β”‚ β”œβ”€β”€ auth.py
308
+ β”‚ β”‚ β”œβ”€β”€ audit.py
309
+ β”‚ β”‚ └── secure_controller.py
310
+ β”‚ β”‚
311
+ β”‚ β”œβ”€β”€ cli.py # CLI implementation
312
+ β”‚ β”œβ”€β”€ config.py # Configuration management
313
+ β”‚ └── telemetry.py # Telemetry and monitoring
314
+ β”‚
315
+ β”œβ”€β”€ constitution/ # Constitutional definitions
316
+ β”‚ └── behavior.md
317
+ β”‚
318
+ β”œβ”€β”€ doctrine/ # Policy and governance
319
+ β”‚ └── [Doctrine rules]
320
+ β”‚
321
+ β”œβ”€β”€ ethos/ # Ethical framework
322
+ β”‚ └── manifest.yaml
323
+ β”‚
324
+ β”œβ”€β”€ identity/ # Agent identity
325
+ β”‚ └── seed.json
326
+ β”‚
327
+ β”œβ”€β”€ docs/ # Comprehensive documentation
328
+ β”‚ β”œβ”€β”€ ARCHITECTURE.md
329
+ β”‚ β”œβ”€β”€ CONFIGURATION.md
330
+ β”‚ β”œβ”€β”€ CONSTITUTION.md
331
+ β”‚ β”œβ”€β”€ DISCERNMENT.md
332
+ β”‚ β”œβ”€β”€ ETHICS_ENGINE.md
333
+ β”‚ β”œβ”€β”€ INSTALL.md
334
+ β”‚ β”œβ”€β”€ INTEGRATIONS.md
335
+ β”‚ β”œβ”€β”€ INTERVENTIONS.md
336
+ β”‚ β”œβ”€β”€ OPERATIONS.md
337
+ β”‚ β”œβ”€β”€ PRIVACY.md
338
+ β”‚ β”œβ”€β”€ ROADMAP.md
339
+ β”‚ β”œβ”€β”€ SECURITY.md
340
+ β”‚ β”œβ”€β”€ TROUBLESHOOTING.md
341
+ β”‚ └── VISION.md
342
+ β”‚
343
+ β”œβ”€β”€ scripts/ # Utility scripts
344
+ β”‚ β”œβ”€β”€ batch_task.py
345
+ β”‚ β”œβ”€β”€ export_audit_json.py
346
+ β”‚ β”œβ”€β”€ gen_filetree.py
347
+ β”‚ β”œβ”€β”€ ingest_reflection.py
348
+ β”‚ β”œβ”€β”€ interactive_repl.py
349
+ β”‚ β”œβ”€β”€ memory_query.py
350
+ β”‚ β”œβ”€β”€ reflection.py
351
+ β”‚ └── validate_constitution.py
352
+ β”‚
353
+ └── tests/ # Test suite
354
+ β”œβ”€β”€ ca/ # Component tests
355
+ β”‚ β”œβ”€β”€ test_audit.py
356
+ β”‚ β”œβ”€β”€ test_constitution.py
357
+ β”‚ β”œβ”€β”€ test_discernment.py
358
+ β”‚ β”œβ”€β”€ test_heart.py
359
+ β”‚ └── test_memory.py
360
+ β”œβ”€β”€ fixtures/ # Test fixtures
361
+ β”œβ”€β”€ test_agent.py
362
+ β”œβ”€β”€ test_evaluator.py
363
+ β”œβ”€β”€ test_orchestrator.py
364
+ β”œβ”€β”€ test_security.py
365
+ └── test_integration.py
366
+ ```
367
+
368
+ ---
369
+
370
+ ## πŸ§ͺ Testing & Quality
371
+
372
+ Run the comprehensive test suite:
373
+
374
+ ```bash
375
+ # Run all tests
376
+ pytest
377
+
378
+ # Run specific test categories
379
+ pytest tests/ca/ # Component tests
380
+ pytest tests/test_evaluator.py # Evaluator tests
381
+ pytest tests/test_orchestrator.py # Orchestration tests
382
+ pytest tests/test_security.py # Security tests
383
+
384
+ # Run with coverage reporting
385
+ pytest --cov=ca --cov-report=html
386
+
387
+ # Run stress tests
388
+ pytest tests/test_stress.py -v
389
  ```
390
 
391
+ **CI/CD:** GitHub Actions workflows automatically run tests on all pull requests.
392
+
393
+ ---
394
+
395
  ## πŸ”§ Configuration
396
 
397
+ BLUX-cA uses hierarchical configuration:
398
+
399
+ 1. **Built-in defaults** – Sensible out-of-the-box settings
400
+ 2. **Environment variables** – Runtime overrides
401
+ 3. **Local config files** – User-specific customization
402
 
403
+ **Example Configuration:**
 
 
404
 
405
  ```yaml
406
+ # config.yaml
407
  orchestrator:
408
  max_agents: 5
409
  timeout: 30s
410
+ conflict_resolution: consensus
411
 
412
  memory:
413
  decay_rate: 0.1
414
  reinforcement_factor: 1.5
415
+ consent_required: true
416
 
417
  security:
418
  audit_enabled: true
419
  sandbox_mode: strict
420
+ auth_required: true
421
+
422
+ evaluator:
423
+ python_timeout: 10s
424
+ js_timeout: 5s
425
+ max_memory: 512MB
426
  ```
427
 
428
+ See [docs/CONFIGURATION.md](docs/CONFIGURATION.md) for complete options.
429
 
430
+ ---
431
 
432
+ ## πŸ“š Documentation
 
 
433
 
434
+ Comprehensive documentation is available:
435
+
436
+ | Document | Description |
437
+ |----------|-------------|
438
+ | [ARCHITECTURE.md](docs/ARCHITECTURE.md) | System architecture and design |
439
+ | [INSTALL.md](docs/INSTALL.md) | Installation and setup guide |
440
+ | [CONFIGURATION.md](docs/CONFIGURATION.md) | Configuration reference |
441
+ | [CONSTITUTION.md](docs/CONSTITUTION.md) | Constitutional framework |
442
+ | [SECURITY.md](docs/SECURITY.md) | Security model and practices |
443
+ | [PRIVACY.md](docs/PRIVACY.md) | Privacy guarantees and data handling |
444
+ | [INTEGRATIONS.md](docs/INTEGRATIONS.md) | Integration with BLUX ecosystem |
445
+ | [OPERATIONS.md](docs/OPERATIONS.md) | Operations and deployment |
446
+ | [TROUBLESHOOTING.md](docs/TROUBLESHOOTING.md) | Common issues and solutions |
447
+ | [ROADMAP.md](docs/ROADMAP.md) | Future development plans |
448
 
449
+ ---
450
+
451
+ ## πŸ›οΈ Enterprise Features
452
+
453
+ The enterprise subsystem provides production-ready capabilities:
454
+
455
+ - **FastAPI Service** (`blux_ca.api.service`) – RESTful API interface
456
+ - **Doctrine Integration** – Policy-driven governance layer
457
+ - **BLUX-Guard Hooks** – Real-time security monitoring
458
+ - **BLUX-Lite Adapter** – Orchestration planning and execution
459
+ - **BLUX-Quantum CLI** – Advanced command-line operations
460
+ - **MkDocs Site** – Hosted documentation portal
461
+
462
+ ### Doctrine Engine
463
+
464
+ Constitutional policy engine with rule bundles:
465
+
466
+ ```bash
467
+ # Check text against doctrine
468
+ python -m doctrine.cli check "text to analyze"
469
  ```
470
 
471
+ Located in `doctrine/rules/` with extensible rule system.
472
+
473
+ ### Clarity Agent Runtime
474
+
475
+ New runtime orchestrator under `ca/runtime/` integrates:
476
 
477
+ - **Doctrine Governance** – Policy enforcement
478
+ - **Lite Planning** – Task orchestration
479
+ - **Guard Labeling** – Security classification
480
+ - **Pluggable LLM Stubs** – Model abstraction
481
+ - **Safety Overrides** – Crisis-aware response system
482
+ - **Recovery Helpers** – Graceful error handling
483
 
484
+ ---
 
 
 
 
 
 
 
485
 
486
  ## 🀝 Contributing
487
 
488
+ We welcome contributions aligned with the BLUX Constitution:
489
+
490
+ ### Core Principles
491
 
492
  - **Integrity > Approval** – Honest feedback and truthful code
493
+ - **Truth > Comfort** – Solutions over convenient shortcuts
494
  - **Light > Denial** – Transparency in all changes
495
 
496
+ ### Contribution Process
497
 
498
+ 1. **Fork** the repository
499
+ 2. **Create** a feature branch (`git checkout -b feature/amazing-feature`)
500
+ 3. **Write** tests for your changes
501
+ 4. **Ensure** all tests pass (`pytest`)
502
+ 5. **Update** documentation as needed
503
+ 6. **Commit** with clear messages (`git commit -m 'Add amazing feature'`)
504
+ 7. **Push** to your branch (`git push origin feature/amazing-feature`)
505
+ 8. **Open** a Pull Request
506
 
507
  ### Requirements
508
 
509
+ - βœ… Unit tests for all new functionality
510
+ - βœ… Constitutional alignment verification
511
+ - βœ… Clear, comprehensive documentation
512
+ - βœ… No breaking changes to audit logs or security features
513
+ - βœ… Code follows project style guidelines
514
+
515
+ ---
516
 
517
  ## πŸ—ΊοΈ Roadmap
518
 
519
+ ### Near Term
520
  - [ ] Enhanced multi-model support (GPT-4, Claude, Gemini)
521
  - [ ] Visual dashboard for real-time monitoring
522
  - [ ] Extended sandboxing with container isolation
523
+ - [ ] Plugin architecture for custom evaluators
524
+
525
+ ### Medium Term
526
  - [ ] Distributed orchestration capabilities
527
  - [ ] Advanced memory compression and retrieval
528
+ - [ ] Federated learning support
529
+ - [ ] Enhanced mobile/edge deployment
530
 
531
+ ### Long Term
532
+ - [ ] Autonomous agent swarms
533
+ - [ ] Cross-platform memory sync
534
+ - [ ] Blockchain-backed audit trails
535
+ - [ ] Quantum-resistant security
536
 
537
+ See [docs/ROADMAP.md](docs/ROADMAP.md) for detailed timeline and priorities.
538
 
539
+ ---
540
 
541
+ ## πŸ”’ Security
 
 
 
 
 
542
 
543
+ BLUX-cA prioritizes security at every layer:
544
 
545
+ - **Sandboxed Execution** – Isolated environments for code evaluation
546
+ - **Immutable Audit Logs** – Hash-chained, tamper-evident records
547
+ - **Token-Based Authentication** – Secure API access control
548
+ - **Role-Based Authorization** – Granular permission management
549
+ - **Data Encryption** – At-rest and in-transit protection
550
+ - **Vulnerability Scanning** – Continuous security monitoring
551
+ - **Multi-User Isolation** – Secure concurrent operations
552
 
553
+ ### Reporting Security Issues
 
 
 
 
554
 
555
+ Please report security vulnerabilities responsibly:
556
 
557
+ πŸ“§ **Email:** [outervoid.blux@gmail.com](mailto:outervoid.blux@gmail.com)
 
 
 
 
558
 
559
+ **Please include:**
560
+ - Description of the vulnerability
561
+ - Steps to reproduce
562
+ - Potential impact assessment
563
+ - Suggested fix (if available)
564
 
565
+ We take security seriously and will respond promptly to all reports.
 
 
 
 
566
 
567
+ ---
568
 
569
+ ## πŸ“œ License
570
 
571
+ This project is licensed under the **Apache License 2.0**.
 
 
 
 
572
 
573
+ See the [LICENSE](LICENSE) file for full details.
574
 
575
+ **Key Points:**
576
+ - βœ… Commercial use permitted
577
+ - βœ… Modification permitted
578
+ - βœ… Distribution permitted
579
+ - βœ… Patent use permitted
580
+ - ⚠️ Must include license and copyright notice
581
+ - ⚠️ Changes must be documented
582
+
583
+ ---
584
 
585
+ ## 🌐 Links & Resources
586
 
587
+ - **Repository:** [github.com/Outer-Void/blux-ca](https://github.com/Outer-Void/blux-ca)
588
+ - **Organization:** [github.com/Outer-Void](https://github.com/Outer-Void)
589
+ - **Issues:** [GitHub Issues](https://github.com/Outer-Void/blux-ca/issues)
590
+ - **Discussions:** [GitHub Discussions](https://github.com/Outer-Void/blux-ca/discussions)
591
+ - **Security:** [Security Policy](https://github.com/Outer-Void/blux-ca/security)
592
 
593
+ ### Related Projects
594
+
595
+ - **BLUX-Lite** – Task orchestration layer
596
+ - **BLUX-Quantum** – CLI operations framework
597
+ - **BLUX-Guard** – Security cockpit and monitoring
598
+
599
+ ---
600
 
601
  ## πŸ™ Acknowledgments
602
 
603
  Built with the principles of conscious AI development:
604
+
605
+ - πŸ”’ **Privacy-First Design** – Local data, user sovereignty
606
+ - 🧭 **Ethical Reasoning** – Constitutional alignment
607
+ - πŸ” **Verifiable Intelligence** – Auditable decision-making
608
+ - 🀝 **Human Collaboration** – AI as partner, not replacement
609
+ - 🌟 **Continuous Growth** – Self-reflection and improvement
610
 
611
  ---
612
 
613
+ <div align="center">
614
+
615
+ ### BLUX-cA – Where Consciousness Meets Code
616
+
617
+ **Made with ❀️ by [Outer Void](https://github.com/Outer-Void)**
618
+
619
+ *Light > Denial β€’ Integrity > Approval β€’ Truth > Comfort*
620
+
621
+ [![Stars](https://img.shields.io/github/stars/Outer-Void/blux-ca?style=social)](https://github.com/Outer-Void/blux-ca/stargazers)
622
+ [![Follow](https://img.shields.io/github/followers/Outer-Void?style=social)](https://github.com/Outer-Void)
623
 
624
+ </div>