diff --git a/.runpod/hub.json b/.runpod/hub.json
index 279140b..daf2420 100644
--- a/.runpod/hub.json
+++ b/.runpod/hub.json
@@ -1,6 +1,6 @@
 {
-  "title": "Holo4 (Holo4-27B-GGUF, Holo4-35B-A3B-GGUF)",
-  "description": "Serve Holo4 (Holo4-27B-GGUF, Holo4-35B-A3B-GGUF) on Runpod Serverless with vLLM. Computer use agents are a fast growing self-host workload, and teams want them on their own GPUs for privacy and cost control over long screenshot-heavy loops. Two sizes cover different rentals: the 27B dense fits a single 48GB to 80GB card, while the 35B-A3B MoE runs cheap per token and scales well for parallel agent sessions. GGUF weights mean day-one llama.cpp and Ollama deploys with the hai-agents harness on Runpod.",
+  "title": "Holo4-35B-A3B",
+  "description": "Serve Holo4-35B-A3B (H Company) on Runpod Serverless with vLLM.",
   "type": "serverless",
   "category": "image",
   "iconUrl": "https://www.runpod.io/favicon.ico",
diff --git a/README.md b/README.md
index ab73b7e..870e972 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,8 @@
-# Holo4 (Holo4-27B-GGUF, Holo4-35B-A3B-GGUF) on Runpod Serverless
+# Holo4-35B-A3B on Runpod Serverless
 
 [![Runpod](https://api.runpod.io/badge/runpod-workers/worker-holo4)](https://console.runpod.io/hub/runpod-workers/worker-holo4)
 
-Serve Holo4 (Holo4-27B-GGUF, Holo4-35B-A3B-GGUF) (H Company) on Runpod Serverless with vLLM.
+Serve Holo4-35B-A3B (H Company) on Runpod Serverless with vLLM.
 License: apache-2.0.
 
 ## Recipe
@@ -10,7 +10,7 @@ License: apache-2.0.
 | Setting | Value |
 |---|---|
 | Engine | vllm |
-| Image | `runpod/worker-v1-vllm:v2.27.0` |
+| Image | this repo's `Dockerfile`, on `vllm/vllm-openai:v0.29.0` |
 | GPU | 1x RTX 6000 Ada |
 | Precision | fp8 |
 | Max model length | 8192 |
@@ -22,6 +22,7 @@ License: apache-2.0.
 | `GPU_MEMORY_UTILIZATION` | `0.90` |
 | `MAX_CONCURRENCY` | `30` |
 | `MAX_MODEL_LEN` | `8192` |
+| `MAX_NUM_SEQS` | `32` |
 | `MODEL_NAME` | `Hcompany/Holo4-35B-A3B` |
 | `QUANTIZATION` | `fp8` |
 | `TENSOR_PARALLEL_SIZE` | `1` |
@@ -33,26 +34,12 @@ License: apache-2.0.
 | 1x RTX 6000 Ada fp8 | $0.84 | 362.6 | 351.9 | 123.7 | $1.89 |
 
 Cost per 1M output tokens is the hourly rate divided by measured throughput. It
-assumes one saturated worker and no idle time, so treat it as a floor.
+assumes one saturated worker and no idle time, so treat it as a floor. Measured by Launch
+Builder on `runpod/worker-v1-vllm:v2.27.0` with the same model, GPU, precision and context
+length; this worker runs vLLM v0.29.0.
 
 ## Deploy links
 
-- Deploy on Runpod: https://console.runpod.io/deploy?template=yye0eu6dtk&utm_source=hub&utm_medium=product&utm_campaign=202609_activation_ml-engineer_h-company-holo4-holo4-27b-gguf-holo4-35b-a3b-gguf&utm_content=readme
-- Model page: https://www.runpod.io/models/h-company-holo4-holo4-27b-gguf-holo4-35b-a3b-gguf?utm_source=hub&utm_medium=product&utm_campaign=202609_activation_ml-engineer_h-company-holo4-holo4-27b-gguf-holo4-35b-a3b-gguf&utm_content=readme
-- Docs: https://docs.runpod.io/public-endpoints/models/h-company-holo4-holo4-27b-gguf-holo4-35b-a3b-gguf?utm_source=hub&utm_medium=product&utm_campaign=202609_activation_ml-engineer_h-company-holo4-holo4-27b-gguf-holo4-35b-a3b-gguf&utm_content=readme
+- Deploy on Runpod: https://console.runpod.io/hub/runpod-workers/worker-holo4?utm_source=hub&utm_medium=product&utm_campaign=202609_activation_ml-engineer_h-company-holo4-holo4-27b-gguf-holo4-35b-a3b-gguf&utm_content=readme
 
-Every link carries `utm_campaign=202609_activation_ml-engineer_h-company-holo4-holo4-27b-gguf-holo4-35b-a3b-gguf`. Keep it intact when you copy a link anywhere else.
-
-## Before merging this bundle
-
-Run the suite against a live endpoint:
-
-```bash
-node hub-test-suite.mjs --repo <owner>/<name> --prefix h-company-holo4-holo4-27b-gguf-holo4-35b-a3b-gguf- --create
-```
-
-## Fast path while this is in review
-
-```bash
-runpodctl serverless create --hub-id <vllm listing> --model-reference hf://Hcompany/Holo4-35B-A3B
-```
+The link carries `utm_campaign=202609_activation_ml-engineer_h-company-holo4-holo4-27b-gguf-holo4-35b-a3b-gguf`. Keep it intact when you copy a link anywhere else.