diff --git a/agent-test/dev/inventory.yaml b/agent-test/dev/inventory.yaml
index 894544c..9dc8735 100644
--- a/agent-test/dev/inventory.yaml
+++ b/agent-test/dev/inventory.yaml
@@ -1,6 +1,6 @@
 test_env: dev
 profile: dev-runtime-provider-pool
-last_updated_at: "2026-07-09"
+last_updated_at: "2026-07-12"
 
 source:
   remote_runner:
@@ -151,6 +151,71 @@ model:
       base_url: http://192.168.0.91:8002/v1
       served_model: nvidia/diffusiongemma-26B-A4B-it-NVFP4
       reasoning: false
+      current_runtime_status: stopped_2026_07_12_replaced_by_ornith_direct_fp8
+    spark_ornith_direct_profile:
+      observed_at: "2026-07-12"
+      provider: ornith-direct
+      status: active_direct_pi_provider_not_part_of_iop_provider_pool
+      family: spark_ornith
+      api: openai-completions
+      base_url: http://192.168.0.91:8002/v1
+      model_id: ornith:35b
+      display_name: Ornith 1.0 35B FP8 Direct vLLM
+      context_window: 262144
+      max_tokens: 32768
+      reasoning: true
+      endpoint_policy: Pi connects directly to the GX10/Spark vLLM OpenAI-compatible endpoint; this profile bypasses IOP Edge routing and does not participate in the dev Qwen provider pool.
+      api_key_value_tracked: false
+      pi_current_default_at_observation:
+        default_provider: ornith-direct
+        default_model: ornith:35b
+        default_api: openai-completions
+        default_base_url: http://192.168.0.91:8002/v1
+      qwen_parameter_alignment:
+        pi_context_window: 262144
+        pi_max_tokens: 32768
+        context_match: matches the dev Qwen Pi contextWindow and vLLM max_model_len value
+        output_budget_match: matches the dev Qwen Pi maxTokens/default_max_tokens value
+      runtime_summary:
+        host: toki@192.168.0.91
+        container_name: iop-vllm-ornith35b-fp8
+        docker_image: vllm/vllm-openai:nightly-aarch64
+        endpoint: http://192.168.0.91:8002/v1
+        hf_model: deepreinforce-ai/Ornith-1.0-35B-FP8
+        served_model_name: ornith:35b
+        quantization: fp8
+        vllm_quantization_backend: compressed-tensors
+        dtype: bfloat16
+        max_model_len: 262144
+        max_num_seqs: 2
+        gpu_memory_utilization: 0.50
+        enable_prefix_caching: true
+        enable_auto_tool_choice: true
+        tool_call_parser: qwen3_xml
+        reasoning_parser: qwen3
+        trust_remote_code: true
+        language_model_only: true
+        model_load_memory_gib: 34.43
+        available_kv_cache_memory_gib: 21.33
+        gpu_kv_cache_tokens: 1087640
+        max_concurrency_for_262144_token_requests: 4.15
+      official_4bit_gguf_status:
+        hf_model: deepreinforce-ai/Ornith-1.0-35B-GGUF
+        file: ornith-1.0-35b-Q4_K_M.gguf
+        status: not_active
+        reason: current vLLM GGUF plugin path exposed /v1/models but failed semantic generation smoke; active working runtime uses the official FP8 vLLM model instead.
+      smoke:
+        english_final_answer: passed
+        korean_final_answer: passed
+        pi_direct_cli: passed
+        output_throughput:
+          method: completion_tokens divided by end-to-end request wall time, max_tokens=768
+          average_completion_tok_s: 29.8
+          run_completion_tok_s:
+            - 29.65
+            - 30.62
+            - 29.15
+          note: vLLM logs showed aggregate generation throughput around 50-61 tok/s with two running requests.
     separation_note: This host Pi default profile is the dev Qwen3.6 provider-pool profile. Keep dev-corp Gemma4 under agent-test/dev-corp/inventory.yaml and do not copy Gemma4 parser/template/runtime settings into this Qwen profile.
   content_completion_policy:
     enforce_min_max_tokens: true
@@ -362,6 +427,40 @@ nodes:
         reasoning_parser: qwen3
         default_chat_template_kwargs:
           enable_thinking: true
+    direct_providers:
+      - id: ornith-direct
+        family: spark_ornith
+        type: vllm
+        endpoint: http://192.168.0.91:8002/v1
+        served_model: ornith:35b
+        upstream_model: deepreinforce-ai/Ornith-1.0-35B-FP8
+        status: active_direct_pi_provider_not_iop_routed
+        pi_model_parameters:
+          context_window: 262144
+          max_tokens: 32768
+          reasoning: true
+        runtime:
+          container_name: iop-vllm-ornith35b-fp8
+          docker_image: vllm/vllm-openai:nightly-aarch64
+          port_mapping: 0.0.0.0:8002->8000
+          quantization: fp8
+          vllm_quantization_backend: compressed-tensors
+          dtype: bfloat16
+          max_model_len: 262144
+          max_num_seqs: 2
+          gpu_memory_utilization: 0.50
+          enable_prefix_caching: true
+          enable_auto_tool_choice: true
+          tool_call_parser: qwen3_xml
+          reasoning_parser: qwen3
+          trust_remote_code: true
+          language_model_only: true
+          model_load_memory_gib: 34.43
+          available_kv_cache_memory_gib: 21.33
+          gpu_kv_cache_tokens: 1087640
+          max_concurrency_for_262144_token_requests: 4.15
+          average_completion_tok_s: 29.8
+        replacement_note: DiffusionGemma direct vLLM on this endpoint was stopped; Ornith is served from the official FP8 Hugging Face release, not the 4-bit GGUF build.
   - id: onexplayer-lemonade-node
     alias: onexplayer-lemonade
     role: lemonade-provider