Instructions to use veriloop-lab/veriloop-coder-e1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use veriloop-lab/veriloop-coder-e1 with Transformers:

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

pipe = pipeline("text-generation", model="veriloop-lab/veriloop-coder-e1")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForImageTextToText

processor = AutoProcessor.from_pretrained("veriloop-lab/veriloop-coder-e1")
model = AutoModelForImageTextToText.from_pretrained("veriloop-lab/veriloop-coder-e1")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.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=40)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

PEFT
How to use veriloop-lab/veriloop-coder-e1 with PEFT:
```
Task type is invalid.
```
Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use veriloop-lab/veriloop-coder-e1 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "veriloop-lab/veriloop-coder-e1"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "veriloop-lab/veriloop-coder-e1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/veriloop-lab/veriloop-coder-e1

SGLang

How to use veriloop-lab/veriloop-coder-e1 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 "veriloop-lab/veriloop-coder-e1" \
    --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": "veriloop-lab/veriloop-coder-e1",
		"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 "veriloop-lab/veriloop-coder-e1" \
        --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": "veriloop-lab/veriloop-coder-e1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use veriloop-lab/veriloop-coder-e1 with Docker Model Runner:
```
docker model run hf.co/veriloop-lab/veriloop-coder-e1
```

veriloop-coder-e1 / uncertainty_train.jsonl

ConorWang

Upload uncertainty adapter artifacts to repo root

a856587 verified about 1 month ago

raw

history blame

132 kB

	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "low_uncertainty", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: high coverage, low conflict, source pointers present.\nValidation state: latest receipt passed.\nWorktree state: clean and consistent.\nPatch state: no pending risky patch.\nToolspec state: current schema and arguments are valid.", "target": {"u_answer": 0.08, "u_evidence": 0.1, "u_exec": 0.06, "u_spec": 0.05, "u_risk": 0.08}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "evidence_gap", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: only one weak source is present and provenance is incomplete.\nValidation state: no validator negation yet, but evidence coverage is below threshold.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable.", "target": {"u_answer": 0.42, "u_evidence": 0.86, "u_exec": 0.38, "u_spec": 0.18, "u_risk": 0.58}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "exec_required", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: partial evidence exists but does not adjudicate the actionable claim.\nValidation state: current answer is provisional; execution receipt is missing.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: acceptable if execution is triggered.", "target": {"u_answer": 0.48, "u_evidence": 0.52, "u_exec": 0.94, "u_spec": 0.16, "u_risk": 0.55}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "spec_mismatch", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: decent core evidence.\nValidation state: current attempt failed because arguments conflict with the current schema.\nWorktree state: unchanged.\nPatch state: none.\nToolspec state: malformed / mismatched.", "target": {"u_answer": 0.34, "u_evidence": 0.28, "u_exec": 0.74, "u_spec": 0.96, "u_risk": 0.62}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "high_risk", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: limited and partially stale.\nValidation state: optional execution not yet run.\nWorktree state: unchanged.\nPatch state: none.\nRisk note: the request touches a high-risk domain where unsupported claims are unacceptable.", "target": {"u_answer": 0.6, "u_evidence": 0.7, "u_exec": 0.48, "u_spec": 0.3, "u_risk": 0.99}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "conflicting_evidence", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: two strong sources disagree on the core conclusion.\nValidation state: no decisive validator adjudication yet.\nWorktree state: unchanged.\nPatch state: none.\nConflict note: contradiction must remain visible rather than collapsed.", "target": {"u_answer": 0.78, "u_evidence": 0.82, "u_exec": 0.46, "u_spec": 0.22, "u_risk": 0.74}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "validator_negation", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: prior support existed.\nValidation state: validator receipt explicitly negated the active conclusion.\nWorktree state: current diff still present.\nPatch state: corrective patch not yet produced.\nFailure route: rollback path opened.", "target": {"u_answer": 0.86, "u_evidence": 0.64, "u_exec": 0.72, "u_spec": 0.2, "u_risk": 0.8}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "worktree_conflict", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: moderate coverage.\nValidation state: no final receipt.\nWorktree state: conflicting edits and snapshot mismatch detected.\nPatch state: pending.\nPermission note: write path should remain bounded until conflict is resolved.", "target": {"u_answer": 0.44, "u_evidence": 0.34, "u_exec": 0.7, "u_spec": 0.78, "u_risk": 0.68}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "patch_pending", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: mostly acceptable but not final.\nValidation state: prior validator suggested a minimal corrective patch.\nWorktree state: stable.\nPatch state: patch artifact exists but has not been revalidated yet.\nReceipt state: final submit receipt is missing.", "target": {"u_answer": 0.38, "u_evidence": 0.36, "u_exec": 0.66, "u_spec": 0.26, "u_risk": 0.5}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: judge whether a code patch is ready to submit after validator feedback.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "self_check_failure", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: strong prior evidence exists.\nValidation state: post-generation self-check failed on a bounded test.\nWorktree state: stable.\nPatch state: last patch changed one target file.\nInterpretation: another bounded repair cycle is warranted before submit.", "target": {"u_answer": 0.55, "u_evidence": 0.3, "u_exec": 0.88, "u_spec": 0.22, "u_risk": 0.63}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #1.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 0}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #2.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 1}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #3.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 2}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #4.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 3}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #5.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 4}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #6.\nTask brief: estimate runtime risk before trusting a partially-validated repository change.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 5}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #7.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 6}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #8.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 7}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #9.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 8}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #10.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 9}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #11.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 10}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #12.\nTask brief: infer repository intent when the codebase must be reverse engineered before editing.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 11}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #13.\nTask brief: decide whether another sandbox run is needed before accepting a patch.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 12}}
	{"mode": "reverse_engineering_ambiguity", "product_line": "veriloop_coder", "prompt": "Training scenario #14.\nTask brief: decide whether a post-generation self-check loop is still required.\nProduct line: veriloop_coder.\nRuntime mode: verify-before-submit.\nHarness state: validator loop active; permission context active; worktree state tracked; runtime protocol active.\nReturn uncertainty only as a structured five-dimensional estimate.\nEvidence bundle: repository structure is only partially mapped.\nValidation state: no execution failure yet.\nWorktree state: unchanged.\nPatch state: none.\nInterpretation: reverse engineering is required because architecture intent remains underdetermined.", "target": {"u_answer": 0.52, "u_evidence": 0.76, "u_exec": 0.68, "u_spec": 0.72, "u_risk": 0.44}, "metadata": {"synthetic": true, "split": "train", "sample_idx": 13}}