Instructions to use d4rkninja/tanpo-product with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use d4rkninja/tanpo-product with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="d4rkninja/tanpo-product")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("d4rkninja/tanpo-product")
model = AutoModelForCausalLM.from_pretrained("d4rkninja/tanpo-product", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use d4rkninja/tanpo-product with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "d4rkninja/tanpo-product"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "d4rkninja/tanpo-product",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/d4rkninja/tanpo-product

SGLang

How to use d4rkninja/tanpo-product with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "d4rkninja/tanpo-product" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "d4rkninja/tanpo-product",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "d4rkninja/tanpo-product" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "d4rkninja/tanpo-product",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use d4rkninja/tanpo-product with Docker Model Runner:
```
docker model run hf.co/d4rkninja/tanpo-product
```

d4rkninja commited on 27 days ago

Commit

9d64ddb

verified ·

1 Parent(s): 4f7cf9c

Upload evaluation/product/scores.json with huggingface_hub

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evaluation/product/scores.json +1326 -0

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	@@ -0,0 +1,1326 @@

+{
+  "meta": {
+    "display_name": "tanpo-product",
+    "key": "product",
+    "model_id": "peft:tanpo-product",
+    "base": "unsloth/LFM2.5-1.2B-Instruct",
+    "status": "ok",
+    "error": null,
+    "lora_path": "C:\\Users\\alien\\tanpo-product-lora",
+    "load_seconds": 8.6,
+    "gen_seconds": 430.3,
+    "overall_pct": 88.4,
+    "quality_avg": 6.84,
+    "n_tasks": 20,
+    "by_category": {
+      "product_improvement": {
+        "score_pct": 87.5,
+        "quality_avg": 6.72,
+        "n": 3
+      },
+      "roadmap_sequencing": {
+        "score_pct": 100.0,
+        "quality_avg": 7.15,
+        "n": 2
+      },
+      "metrics_okrs": {
+        "score_pct": 88.89,
+        "quality_avg": 7.02,
+        "n": 2
+      },
+      "competitive_positioning": {
+        "score_pct": 87.5,
+        "quality_avg": 6.49,
+        "n": 2
+      },
+      "pricing_monetization": {
+        "score_pct": 88.89,
+        "quality_avg": 7.02,
+        "n": 1
+      },
+      "customer_discovery": {
+        "score_pct": 83.33,
+        "quality_avg": 6.88,
+        "n": 3
+      },
+      "org_operating_cadence": {
+        "score_pct": 88.2,
+        "quality_avg": 7.0,
+        "n": 2
+      },
+      "crisis_tradeoffs": {
+        "score_pct": 91.67,
+        "quality_avg": 6.66,
+        "n": 3
+      },
+      "gtm_product_loops": {
+        "score_pct": 81.25,
+        "quality_avg": 6.83,
+        "n": 2
+      }
+    },
+    "categories": [
+      "competitive_positioning",
+      "crisis_tradeoffs",
+      "customer_discovery",
+      "gtm_product_loops",
+      "metrics_okrs",
+      "org_operating_cadence",
+      "pricing_monetization",
+      "product_improvement",
+      "roadmap_sequencing"
+    ]
+  },
+  "scores": [
+    {
+      "task_id": "v1_vs_scale",
+      "category": "product_improvement",
+      "weight": 1.0,
+      "passed": 8,
+      "total": 8,
+      "score": 1.0,
+      "quality_0_10": 6.3,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "structure",
+          "desc": "v1 vs later",
+          "pass": true,
+          "type": "all_of"
+        },
+        {
+          "id": "metric",
+          "desc": "retention/metric",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22654 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "350\u20132000",
+          "pass": true,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1894,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "prioritize_reliability",
+      "category": "product_improvement",
+      "weight": 1.0,
+      "passed": 8,
+      "total": 8,
+      "score": 1.0,
+      "quality_0_10": 8.0,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "three",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "reliability",
+          "desc": "demo/reliability",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "tradeoff",
+          "desc": "impact/effort or prioritize",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": true,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1720,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "roadmap_fight",
+      "category": "roadmap_sequencing",
+      "weight": 1.0,
+      "passed": 8,
+      "total": 8,
+      "score": 1.0,
+      "quality_0_10": 6.3,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "sequence",
+          "desc": "sequencing",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "named",
+          "desc": "mentions options",
+          "pass": true,
+          "type": "any_of"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "350\u20132000",
+          "pass": true,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1860,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "kill_keep_invest",
+      "category": "roadmap_sequencing",
+      "weight": 1.0,
+      "passed": 8,
+      "total": 8,
+      "score": 1.0,
+      "quality_0_10": 8.0,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "kkk",
+          "desc": "kill/keep/invest language",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "criteria",
+          "desc": "criteria/rationale",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": true,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1728,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "north_star_guardrails",
+      "category": "metrics_okrs",
+      "weight": 1.0,
+      "passed": 8,
+      "total": 9,
+      "score": 0.8889,
+      "quality_0_10": 7.02,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "north",
+          "desc": "north-star",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "guardrail",
+          "desc": "guardrail",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "kill",
+          "desc": "kill criteria",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "has_number",
+          "desc": "numbers",
+          "pass": true,
+          "type": "has_number"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1909,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "diagnostic_tree",
+      "category": "metrics_okrs",
+      "weight": 1.0,
+      "passed": 8,
+      "total": 9,
+      "score": 0.8889,
+      "quality_0_10": 7.02,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "tree",
+          "desc": "branches/diagnose",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "conversion",
+          "desc": "trial/paid",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "has_number",
+          "desc": "numbers",
+          "pass": true,
+          "type": "has_number"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1854,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "competitor_amplitude",
+      "category": "competitive_positioning",
+      "weight": 1.0,
+      "passed": 7,
+      "total": 8,
+      "score": 0.875,
+      "quality_0_10": 5.99,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "named",
+          "desc": "Amplitude/Hireproof",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "plan",
+          "desc": "90-day/plan",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "320\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 2050,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "vs_zendesk",
+      "category": "competitive_positioning",
+      "weight": 1.0,
+      "passed": 7,
+      "total": 8,
+      "score": 0.875,
+      "quality_0_10": 6.99,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "named",
+          "desc": "Zendesk/Brightpath",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "tradeoff",
+          "desc": "tradeoff",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22654 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "320\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 2110,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "pricing_rethink",
+      "category": "pricing_monetization",
+      "weight": 1.0,
+      "passed": 8,
+      "total": 9,
+      "score": 0.8889,
+      "quality_0_10": 7.02,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "options",
+          "desc": "2 options",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "migration",
+          "desc": "migration/grandfather",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "has_number",
+          "desc": "numbers",
+          "pass": true,
+          "type": "has_number"
+        },
+        {
+          "id": "length_band",
+          "desc": "320\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1957,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "discovery_cadence",
+      "category": "customer_discovery",
+      "weight": 1.0,
+      "passed": 7,
+      "total": 8,
+      "score": 0.875,
+      "quality_0_10": 6.99,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "cadence",
+          "desc": "cadence/schedule",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "learning",
+          "desc": "learning\u2192product",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22654 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 2081,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "end_icp_argument",
+      "category": "customer_discovery",
+      "weight": 1.0,
+      "passed": 7,
+      "total": 8,
+      "score": 0.875,
+      "quality_0_10": 6.99,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "evidence",
+          "desc": "evidence plan",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "cfo",
+          "desc": "CFO/SMB cue",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "280\u20131600",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 2067,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "ops_cadence",
+      "category": "org_operating_cadence",
+      "weight": 1.0,
+      "passed": 8,
+      "total": 9,
+      "score": 0.8889,
+      "quality_0_10": 7.02,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "rituals",
+          "desc": "rituals/cadence",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "rights",
+          "desc": "decision rights",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "pmm",
+          "desc": "PMM hire call",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 2024,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "crisis_runway",
+      "category": "crisis_tradeoffs",
+      "weight": 1.0,
+      "passed": 7,
+      "total": 8,
+      "score": 0.875,
+      "quality_0_10": 5.99,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "blunt",
+          "desc": "cut/focus language",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "three",
+          "desc": "\u22653 moves",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "has_number",
+          "desc": "numbers",
+          "pass": true,
+          "type": "has_number"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1973,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "survival_cut",
+      "category": "crisis_tradeoffs",
+      "weight": 1.0,
+      "passed": 7,
+      "total": 8,
+      "score": 0.875,
+      "quality_0_10": 5.99,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "rec",
+          "desc": "recommendation",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "tradeoff",
+          "desc": "tradeoff",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "280\u20131600",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1975,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "gtm_product_loop",
+      "category": "gtm_product_loops",
+      "weight": 1.0,
+      "passed": 6,
+      "total": 8,
+      "score": 0.75,
+      "quality_0_10": 6.67,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "loop",
+          "desc": "loop/feedback",
+          "pass": false,
+          "type": "contains_any"
+        },
+        {
+          "id": "metric",
+          "desc": "demo/close",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 2102,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "nrr_burn",
+      "category": "crisis_tradeoffs",
+      "weight": 1.0,
+      "passed": 9,
+      "total": 9,
+      "score": 1.0,
+      "quality_0_10": 8.0,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "rec",
+          "desc": "recommend path",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "nrr",
+          "desc": "NRR/burn",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "has_number",
+          "desc": "numbers",
+          "pass": true,
+          "type": "has_number"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": true,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1720,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "interview_to_decision",
+      "category": "customer_discovery",
+      "weight": 1.0,
+      "passed": 6,
+      "total": 8,
+      "score": 0.75,
+      "quality_0_10": 6.67,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "kkk",
+          "desc": "kill/keep/invest",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "process",
+          "desc": "process",
+          "pass": false,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 2062,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "hire_se_vs_eng",
+      "category": "org_operating_cadence",
+      "weight": 1.0,
+      "passed": 7,
+      "total": 8,
+      "score": 0.875,
+      "quality_0_10": 6.99,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "hire",
+          "desc": "hire call",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "cadence",
+          "desc": "cadence fix",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 2036,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "ttv_activation",
+      "category": "product_improvement",
+      "weight": 1.0,
+      "passed": 5,
+      "total": 8,
+      "score": 0.625,
+      "quality_0_10": 5.86,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "pick",
+          "desc": "pick one",
+          "pass": false,
+          "type": "contains_any"
+        },
+        {
+          "id": "options",
+          "desc": "mentions options",
+          "pass": true,
+          "type": "any_of"
+        },
+        {
+          "id": "metric",
+          "desc": "activation metric",
+          "pass": false,
+          "type": "contains_any"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 1807,
+      "rubric_version": "v2_strict"
+    },
+    {
+      "task_id": "okr_checkins_icp",
+      "category": "gtm_product_loops",
+      "weight": 1.0,
+      "passed": 7,
+      "total": 8,
+      "score": 0.875,
+      "quality_0_10": 6.99,
+      "criteria": [
+        {
+          "id": "not_refusal",
+          "desc": "Not a domain refusal",
+          "pass": true,
+          "type": "not_refusal"
+        },
+        {
+          "id": "not_identity_dump",
+          "desc": "No unsolicited identity dump",
+          "pass": true,
+          "type": "forbid_any"
+        },
+        {
+          "id": "not_empty_greeting",
+          "desc": "Not an empty greeting",
+          "pass": true,
+          "type": "not_empty_greeting"
+        },
+        {
+          "id": "not_buzz_fluff",
+          "desc": "Not buzzword fluff",
+          "pass": true,
+          "type": "not_buzzword_fluff"
+        },
+        {
+          "id": "icp",
+          "desc": "ICP",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "discovery",
+          "desc": "discovery",
+          "pass": true,
+          "type": "contains_any"
+        },
+        {
+          "id": "lists",
+          "desc": "\u22653 items",
+          "pass": true,
+          "type": "min_numbered_items"
+        },
+        {
+          "id": "length_band",
+          "desc": "300\u20131800",
+          "pass": false,
+          "type": "char_range"
+        }
+      ],
+      "reply_chars": 2068,
+      "rubric_version": "v2_strict"
+    }
+  ]
+}