cognitive-orchestra 5.0.2

Cognitive orchestration system with work/delegate/protect decision model

Cognitive safety layer for AI-assisted development

Deterministic behavior. Burnout protection. Built for neurodivergent brains.

Same signals → Same routing → Same behavior

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Why Orchestra?

You know the pattern:

Hyperfocus → ship fast → crash hard → forget where you were → start over

AI-assisted development makes this worse. You build at the speed of thought—until you can't think anymore. The AI doesn't know you're running on empty. It keeps generating, you keep accepting, and then you hit the wall.

Orchestra is the guardrail you can't build for yourself.

It sits between you and the AI, tracking what you can't track in the moment: your energy, your momentum, your approaching burnout. It adapts the AI's behavior to your actual capacity—not the capacity you wish you had.

What you're experiencing	What Orchestra does
Depleted but pushing through	Blocks deep analysis, offers easy wins
Frustrated and spiraling	Empathy first, solutions second
Lost the thread	Resurfaces your goal and context
Hyperfocused for hours	Gentle checkpoint: "still good?"
In flow, shipping fast	Disappears. Stays out of your way.

This isn't productivity software. It's cognitive sustainability.

What's Novel

Most tools optimize for output. Orchestra optimizes for sustainable output.

• Your state overrides your requests. Ask for deep analysis while depleted? You get minimal. Safety gating isn't optional.

• Emotional signals outrank task signals. Frustrated + exploring = empathy first. The routing priority is fixed: human needs before task completion.

• Behavior is deterministic. Same input, same routing, every time. No more "why is the AI different today?" The uncertainty tax is gone.

• Memory is external. Sessions persist. Context survives. You pick up where you left off, not where you vaguely remember being.

Built for brains that burn bright and need structure to fly.

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Quick Start

Install

pip install -e .

Integrate with Claude Code

orchestra install-hook
# Restart Claude Code

That's it. Every message now passes through the cognitive engine.

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What It Does

Every message you send to Claude Code:

┌─────────────────────────────────────────────────────────────────────────────┐
│ PHASE 1: DETECT                                                             │
│   PRISM extracts signals: emotional > mode > domain > task                  │
└───────────────────────────┬─────────────────────────────────────────────────┘
                            ▼
┌─────────────────────────────────────────────────────────────────────────────┐
│ PHASE 2: CASCADE                                                            │
│   Safety gates + Cognitive Safety MoE routing (7 experts, first-match-wins) │
└───────────────────────────┬─────────────────────────────────────────────────┘
                            ▼
┌─────────────────────────────────────────────────────────────────────────────┐
│ PHASE 3: LOCK                                                               │
│   MAX3 bounded reflection + cognitive safety gating + deterministic checksum│
└───────────────────────────┬─────────────────────────────────────────────────┘
                            ▼
┌─────────────────────────────────────────────────────────────────────────────┐
│ PHASE 4: EXECUTE                                                            │
│   Claude generates response with locked parameters                          │
│   Anchor: [EXEC:a3f2b8|direct|Cortex|30000ft|standard]                      │
└───────────────────────────┬─────────────────────────────────────────────────┘
                            ▼
┌─────────────────────────────────────────────────────────────────────────────┐
│ PHASE 5: UPDATE                                                             │
│   RC^+xi convergence tracking → attractor basins                            │
└─────────────────────────────────────────────────────────────────────────────┘

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Expert Routing (Cognitive Safety MoE)

Signals are routed to intervention experts in fixed priority order:

Priority	Expert	Triggers	Response
1	Validator	frustrated, RED, caps	Empathy first, normalize
2	Scaffolder	overwhelmed, stuck	Break down, reduce scope
3	Restorer	depleted, ORANGE	Easy wins, rest is OK
4	Refocuser	tangent, distracted	Gentle redirect
5	Celebrator	task_complete	Acknowledge win
6	Socratic	exploring, what_if	Guide discovery
7	Direct	focused, flow	Minimal friction

First match wins. If you're frustrated AND exploring, Validator (priority 1) takes precedence.

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Safety Gating

The system protects you from yourself:

State	Max Thinking Depth
energy=depleted	minimal
energy=low	standard
burnout>=ORANGE	standard
burnout=RED	minimal
energy=high	ultradeep (if requested)

Rule: Safety state ALWAYS overrides user requests. Can reduce depth, never increase.

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CLI Commands

# Dashboard
orchestra                    # Launch TUI dashboard
orchestra status             # Show cognitive status
orchestra status --short     # Minimal status line

# State management
orchestra set -b YELLOW      # Set burnout level
orchestra set -e low         # Set energy level

# Hook management
orchestra install-hook       # Install Claude Code integration
orchestra uninstall-hook     # Remove integration

# Shell integration
orchestra init bash          # Get bash prompt config
orchestra init zsh           # Get zsh prompt config

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Session Management

Sessions auto-reset after 2 hours of inactivity:

• Resets: exchange counts, session timing, momentum, tangent budget
• Preserves: focus_level, urgency, energy_level (user preferences)
• Clears burnout: If you were ORANGE/RED, you start fresh at GREEN

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State Location

All state lives in ~/.orchestra/:

~/.orchestra/
├── state/
│   └── cognitive_state.json    # 37 fields, all 5 phases
└── config/
    └── orchestra.json          # User preferences (future)

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Determinism Guarantees

ThinkingMachines [He2025] compliance:

• FIXED evaluation order (5 phases, no reordering)
• FIXED signal priority (emotional > mode > domain > task)
• FIXED expert priority (Validator > Scaffolder > ... > Direct)
• LOCKED parameters before generation
• REPRODUCIBLE checksums (same input → same checksum)

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For Developers

Testing

pytest tests/test_cognitive_engine.py -v

Direct API Usage

from orchestra import create_orchestrator

orchestrator = create_orchestrator()
result = orchestrator.process_message("help me implement this feature")

print(result.to_anchor())  # [EXEC:a3f2b8|direct|Cortex|30000ft|standard]
print(result.routing.expert)  # Expert.DIRECT
print(result.convergence.epistemic_tension)  # 0.05

Hook Testing

echo '{"user_prompt": "test"}' | python -m orchestra.hooks

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Architecture

Orchestra/
├── src/orchestra/
│   ├── cognitive_orchestrator.py  # 5-Phase NEXUS Pipeline
│   ├── expert_router.py           # Cognitive Safety MoE (7 experts)
│   ├── parameter_locker.py        # MAX3 + safety gating
│   ├── convergence_tracker.py     # RC^+xi tracking
│   ├── prism_detector.py          # Signal detection
│   ├── cognitive_state.py         # State management
│   ├── dashboard_bridge.py        # WebSocket sync
│   ├── websocket_server.py        # Real-time dashboard
│   ├── hooks/
│   │   └── cognitive_hook.py      # Claude Code hook
│   └── cli/
│       └── main.py                # CLI entry point
├── tests/                         # 766 tests (100% pass)
│   ├── test_cognitive_engine.py   # Core orchestration
│   ├── test_parameter_locker.py   # Safety gating
│   ├── test_otel_adapter.py       # Observability
│   └── ...                        # Integration, chaos, resilience
└── pyproject.toml                 # v5.0.1

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Philosophy

Orchestra is built for neurodivergent brains:

1. Safety first - Emotional safety before productivity
2. Ship over perfect - Working beats polished
3. Protect momentum - Don't break flow unnecessarily
4. External memory - Write it down, don't hold it in your head
5. Recover without guilt - Rest is productive

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Documentation

Document	Description
CHANGELOG	Version history and release notes
QUICKSTART	2-minute setup guide
ARCHITECTURE	Technical deep-dive
CONTRIBUTING	Development guidelines
CITATIONS	Academic references

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Installation

# From PyPI
pip install cognitive-orchestra

# From source
git clone https://github.com/JosephOIbrahim/Orchestra.git
cd Orchestra
pip install -e .

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Credits

• USD composition semantics for cognitive state
• ThinkingMachines [He2025] for batch-invariance

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License

MIT License - see LICENSE for details.

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Orchestra v5.0.1 - Cognitive Engine for Claude Code