# NODA2 Model Audit — Three-Layer View
**Date:** 2026-02-27  
**Node:** MacBook Pro M4 Max, 64GB unified memory

---

## Layer 1: Served by Runtime (routing-eligible)

These are models the router can actively select and invoke.

### Ollama (12 models, port 11434)

| Model | Type | Size | Status | Note |
|-------|------|------|--------|------|
| qwen3.5:35b-a3b | LLM (MoE) | 9.3 GB | idle | PRIMARY reasoning |
| qwen3:14b | LLM | 9.3 GB | idle | Default local |
| gemma3:latest | LLM | 3.3 GB | idle | Fast small |
| glm-4.7-flash:32k | LLM | 19 GB | idle | Long-context |
| glm-4.7-flash:q4_K_M | LLM | 19 GB | idle | **DUPLICATE** |
| llava:13b | Vision | 8.0 GB | idle | P0 fallback |
| mistral-nemo:12b | LLM | 7.1 GB | idle | old |
| deepseek-coder:33b | Code | 18.8 GB | idle | Heavy code |
| deepseek-r1:70b | LLM | 42.5 GB | idle | Very heavy reasoning |
| starcoder2:3b | Code | 1.7 GB | idle | Fast code |
| phi3:latest | LLM | 2.2 GB | idle | Small general |
| gpt-oss:latest | LLM | 13.8 GB | idle | old |

### Swapper (port 8890)

| Model | Type | Status |
|-------|------|--------|
| llava-13b | Vision | unloaded |

### llama-server (port 11435)

| Model | Type | Note |
|-------|------|------|
| Qwen3.5-35B-A3B-Q4_K_M.gguf | LLM | **DUPLICATE** of Ollama |

### Cloud APIs

| Provider | Model | API Key | Active |
|----------|-------|---------|--------|
| Grok (xAI) | grok-2-1212 | `GROK_API_KEY` ✅ | **Sofiia primary** |
| DeepSeek | deepseek-chat | `DEEPSEEK_API_KEY` ✅ | Other agents |
| Mistral | mistral-large | `MISTRAL_API_KEY` | Not configured |

---

## Layer 2: Installed on Disk (not served)

These are on disk but NOT reachable by router/swapper.

| Model | Type | Size | Location | Status |
|-------|------|------|----------|--------|
| whisper-large-v3-turbo (MLX) | STT | 1.5 GB | HF cache | Ready, not integrated |
| Kokoro-82M-bf16 (MLX) | TTS | 0.35 GB | HF cache | Ready, not integrated |
| MiniCPM-V-4_5 | Vision | 16 GB | HF cache | Not serving |
| Qwen3-VL-32B-Instruct | Vision | 123 GB | Cursor worktree | R&D artifact |
| Jan-v2-VL-med-Q8_0 | Vision | 9.2 GB | Jan AI | Not running |
| Qwen2.5-7B-Instruct | LLM | 14 GB | HF cache | Idle |
| Qwen2.5-1.5B-Instruct | LLM | 2.9 GB | HF cache | Idle |
| flux2-dev-Q8_0 | Image gen | 33 GB | ComfyUI | Offline |
| ltx-2-19b-distilled | Video gen | 25 GB | ComfyUI | Offline |
| SDXL-base-1.0 | Image gen | 72 GB | hf_models | Legacy |
| FLUX.2-dev (Aquiles) | Image gen | 105 GB | HF cache | ComfyUI |

---

## Layer 3: Sofiia Routing (after fix)

### Before fix (broken)
```
agent_registry: llm_profile=grok
→ router looks up "grok" in node2 config → NOT FOUND
→ llm_profile = {} → provider defaults to "deepseek" (hardcoded)
→ tries DEEPSEEK_API_KEY → may work (nondeterministic)
→ XAI_API_KEY exists but mapped as "XAI_API_KEY", not "GROK_API_KEY"
```

### After fix (deterministic)
```
agent_registry: llm_profile=grok
router-config.node2.yml:
  agents.sofiia.default_llm = cloud_grok
  agents.sofiia.fallback_llm = local_default_coder
  llm_profiles.cloud_grok = {provider: grok, model: grok-2-1212, base_url: https://api.x.ai}

docker-compose: GROK_API_KEY=${XAI_API_KEY} (aliased)

Chain:
  1. Sofiia request → router resolves cloud_grok
  2. provider=grok → GROK_API_KEY present → xAI API → grok-2-1212
  3. If Grok fails → fallback_llm=local_default_coder → qwen3:14b (Ollama)
  4. If unknown profile → WARNING logged, uses agent.default_llm (local), NOT cloud silently
```

---

## Fixes Applied in This Commit

| Bug | Fix | File |
|-----|-----|------|
| A: GROK_API_KEY not in env | Added `GROK_API_KEY=${XAI_API_KEY}` | docker-compose.node2-sofiia.yml |
| B: No `grok` profile | Added `cloud_grok` profile | router-config.node2.yml |
| B: Sofiia → wrong profile | `agents.sofiia.default_llm = cloud_grok` | router-config.node2.yml |
| C: Silent cloud fallback | Unknown profile → local default + WARNING | services/router/main.py |
| C: Hardcoded Ollama URL | `172.18.0.1:11434` → dynamic from config | services/router/main.py |
| — | Node Capabilities Service | services/node-capabilities/ |

---

## Node Capabilities Service

New microservice providing live model inventory at `GET /capabilities`:
- Collects from Ollama, Swapper, llama-server
- Returns canonical JSON with `served_models[]` and `inventory_only[]`
- Cache TTL: 15s
- Port: 127.0.0.1:8099

Verification:
```bash
curl -s http://localhost:8099/capabilities | jq '.served_models | length'
# Expected: 14
```
