# arifOS Agent Blueprint — Engineering & Architecture
## Forge Blueprint for Continuous Improvement

---

## 1. Current Architecture Overview

### 1.1 Agent Hierarchy (Trinity Model)

```
A-ARCHITECT (Δ) ──────► A-ENGINEER (Ω) ──────► A-AUDITOR
    Design              Implementation          Validation
    Authority           Authority               Authority
```

| Agent | Role | Code | Primary Function |
|-------|------|------|------------------|
| **A-ARCHITECT** | Δ (Delta) | AGI Mind | System design, API contracts |
| **A-ENGINEER** | Ω (Omega) | ASI Heart | Code implementation, testing |
| **A-AUDITOR** | 888 | Judge | Code review, constitutional compliance |
| **A-VALIDATOR** | 999 | Vault | Final approval, seal authority |
| **A-ORCHESTRATOR** | 444 | Router | Task coordination, workflow |

---

## 2. A-ENGINEER — Code Mapping

### 2.1 Core Implementation Files

```
arifOS/
├── AGENTS/
│   └── A-ENGINEER.md          ← Agent spec (THIS IS THE DEFINITION)
├── arifosmcp/
│   ├── agentzero/
│   │   ├── agents/
│   │   │   ├── base.py        ← Base agent class
│   │   │   ├── engineer.py   ← Engineer agent implementation ⚙️
│   │   │   └── validator.py   ← Validator agent
│   │   ├── escalation/
│   │   │   └── hold_state.py  ← Escalation handling
│   │   └── security/
│   │       └── prompt_armor.py ← Security hardening
│   └── tools/
│       └── agentzero_tools.py ← Tool definitions
├── core/
│   ├── kernel/
│   │   ├── evaluator.py       ← Constitutional evaluation
│   │   └── engine_adapters.py ← Tool execution adapters
│   ├── enforcement/
│   │   └── governance_engine.py ← Runtime governance
│   └── organs/
│       └── _1_agi.py           ← AGI organ implementation
```

### 2.2 Key Functions

| Function | File | Purpose | Floor Activation |
|----------|------|---------|-------------------|
| `validate_floor_threshold()` | `core/shared/floors.py` | Check F1-F13 compliance | F1-F13 |
| `execute_governance()` | `core/enforcement/governance_engine.py` | Run constitutional checks | F5, F9 |
| `engineer_task()` | `arifosmcp/agentzero/agents/engineer.py` | Execute engineering tasks | All floors |
| `apply_floor_decorator()` | `core/kernel/constitutional_decorator.py` | Wrap functions with floor checks | F1, F2 |

### 2.3 Wiring Diagram

```
User Request
    │
    ▼
[A-ORCHESTRATOR] ───► Task Routing
    │
    ├──────────────────┐
    ▼                  ▼
[A-ARCHITECT]    [A-ENGINEER]
(Design)         (Implement)
    │                  │
    └────────┬─────────┘
             ▼
      [A-AUDITOR]
        (Review)
             │
             ▼
      [A-VALIDATOR]
        (Seal)
```

---

## 3. A-ARCHITECT — Code Mapping

### 3.1 Core Architecture Files

```
arifOS/
├── AGENTS/
│   └── A-ARCHITECT.md         ← Architect spec
├── ARCH/
│   ├── CONSTITUTION/
│   │   ├── FLOORS/            ← F1-F13 definitions
│   │   └── ROOT/             ← K-codes (K000, K111, K333...)
│   ├── DELTA/
│   │   ├── 333_THEORY.md     ← Mind/Genius layer
│   │   └── 777_SOUL_APEX.md  ← Soul/Apex layer
│   └── DOCS/
│       └── architecture/
│           └── NERVOUS_SYSTEM_9.md ← System design
├── core/
│   ├── governance/
│   │   ├── kernel_state.py   ← State management
│   │   └── thresholds.py     ← Constitutional thresholds
│   ├── kernel/
│   │   └── stage_orchestrator.py ← Execution orchestration
│   └── ontology.py            ← Entity definitions
```

### 3.2 Key Architectural Components

| Component | File | Purpose |
|-----------|------|---------|
| **4-Layer Architecture** | `ARCH/DOCS/ARCHITECTURE_4LAYER.md` | System layers (L0-L3) |
| **Constitutional Framework** | `core/shared/floors.py` | F1-F13 implementation |
| **AKI Boundary** | `core/kernel/engine_adapters.py` | Kernel interface |
| **Metabolic Loop** | `core/workflow/workflow-system.yaml` | 000-999 execution cycle |

### 3.3 Wiring to MCP

```
FastMCP Server (arifosmcp)
    │
    ├─► /mcp endpoint
    │       │
    │       ▼
    │   [Kernel Router] ──► [Stage Orchestrator]
    │           │                   │
    │           ▼                   ▼
    │     [GOVERNANCE]        [ORGANS]
    │           │                   │
    │           ▼                   ▼
    │     [13 Floors]         [4 Organs]
    │                              │
    │                              ▼
    │                        [Tool Execution]
    │
    └─► REST endpoints
```

---

## 4. Issues & Improvements

### 4.1 Critical Issues Found

| Issue | Severity | Location | Impact |
|-------|----------|----------|--------|
| **Incomplete Agent Specs** | HIGH | `AGENTS/A-ENGINEER.md` | No code execution paths defined |
| **Missing Wire Spec** | HIGH | N/A | No clear MCP → agent communication protocol |
| **Agent Isolation** | MEDIUM | `agentzero/` | Agents not sharing context |
| **Memory Not Connected** | MEDIUM | `engineering_memory` | Qdrant integration untested |
| **No Real-Time Feedback** | LOW | `A-AUDITOR` | Manual review only |

### 4.2 Improvement Plan

#### Phase 1: Foundation (Week 1-2)

| Task | Action | Files Affected |
|------|--------|----------------|
| **P1.1** Define agent wire protocol | Create `AGENTS/WIRE_PROTOCOL.md` | New file |
| **P1.2** Add agent registry | Extend `core/state/agent_registry.py` | Add discoverability |
| **P1.3** Connect memory pipeline | Wire `engineering_memory` to agent context | `arifosmcp/agentzero/` |

#### Phase 2: Intelligence (Week 3-4)

| Task | Action | Files Affected |
|------|--------|----------------|
| **P2.1** Implement A-ARCHITECT tool | Create architect tool in MCP | `arifosmcp/tools/` |
| **P2.2** Add design validation | F3_TRI_WITNESS for architecture | `core/enforcement/` |
| **P2.3** Auto-documentation | Generate specs from code | `AGENTS/generator.py` (new) |

#### Phase 3: Autonomy (Week 5-8)

| Task | Action | Files Affected |
|------|--------|----------------|
| **P3.1** Self-improvement loop | Agent learns from audits | `arifosmcp/agentzero/` |
| **P3.2** Multi-agent coordination | A-ORCHESTRATOR + A-ENGINEER sync | `AGENTS/a-orchestrator/` |
| **P3.3** Real-time feedback | A-AUDITOR → A-ENGINEER stream | `arifosmcp/runtime/` |

---

## 5. Forge Blueprint — Implementation Guide

### 5.1 Wire Protocol (P1.1)

```python
# Proposed: AGENTS/WIRE_PROTOCOL.md
AgentMessage:
  - sender: AgentID
  - receiver: AgentID
  - action: Task | Query | Response
  - payload: Dict
  - context: SessionContext
  - constitutional_tags: List[FloorID]

Communication Flow:
  1. A-ORCHESTRATOR receives task
  2. Routes to A-ARCHITECT (design) or A-ENGINEER (implement)
  3. A-ARCHITECT returns design → A-ENGINEER
  4. A-ENGINEER implements → A-AUDITOR
  5. A-AUDITOR reviews → A-VALIDATOR (seal)
```

### 5.2 Agent Registry (P1.2)

```python
# Extend: core/state/agent_registry.py
class AgentRegistry:
    def register(self, agent: Agent) -> None:
        """Register agent with capabilities"""

    def discover(self, capability: str) -> List[Agent]:
        """Find agents with required capability"""

    def delegate(self, task: Task, to: Agent) -> Result:
        """Delegate task to specific agent"""
```

### 5.3 Memory Integration (P1.3)

```python
# Wire: engineering_memory → agent context
class AgentContext:
    def __init__(self):
        self.memory = EngineeringMemory()  # Vector store
        self.governance = GovernanceEngine()

    def recall(self, query: str) -> List[Memory]:
        """Semantic search of past implementations"""

    def store(self, result: ImplementationResult) -> None:
        """Save successful implementations"""
```

---

## 6. Risk & Mitigation

| Risk | Probability | Impact | Mitigation |
|------|-------------|--------|------------|
| Agent loop/cycle | MEDIUM | HIGH | Add cycle detection in A-ORCHESTRATOR |
| Context explosion | HIGH | MEDIUM | Token budgeting per agent |
| Constitutional bypass | LOW | CRITICAL | F1_AMANAH hard check on all agent calls |
| Memory hallucination | MEDIUM | MEDIUM | F2_TRUTH verification on recall |

---

## 7. Next Steps

1. **Review this blueprint** with A-ARCHITECT
2. **Prioritize Phase 1 tasks** (foundation)
3. **Assign to A-ENGINEER** for implementation
4. **Schedule A-AUDITOR** for validation

---

**SEAL:** This blueprint is provisional. Requires A-VALIDATOR review before execution.

*Ditempa Bukan Diberi — Forged, Not Given*

---

**Document Status:** Planning Only
**Created:** 2026-04-01
**Review Required:** A-ARCHITECT → A-VALIDATOR
