From 3e6005d2b876045c987374adf4be544080dedfaf Mon Sep 17 00:00:00 2001
From: svonava <svonava@gmail.com>
Date: Wed, 14 Oct 2026 21:52:16 +0000
Subject: [PATCH] docs(examples): add verified screenshot fields example

---
 examples/README.md                            |   1 +
 examples/screenshot-fields/.gitignore         |   6 +
 examples/screenshot-fields/README.md          | 118 ++++
 examples/screenshot-fields/evidence.py        | 110 ++++
 examples/screenshot-fields/pins.json          |  74 +++
 examples/screenshot-fields/pyproject.toml     |  20 +
 examples/screenshot-fields/run.py             |  51 ++
 examples/screenshot-fields/score.py           |  48 ++
 .../screenshot-fields/tests/test_example.py   | 226 +++++++
 examples/screenshot-fields/uv.lock            | 573 ++++++++++++++++++
 10 files changed, 1227 insertions(+)
 create mode 100644 examples/screenshot-fields/.gitignore
 create mode 100644 examples/screenshot-fields/README.md
 create mode 100644 examples/screenshot-fields/evidence.py
 create mode 100644 examples/screenshot-fields/pins.json
 create mode 100644 examples/screenshot-fields/pyproject.toml
 create mode 100644 examples/screenshot-fields/run.py
 create mode 100644 examples/screenshot-fields/score.py
 create mode 100644 examples/screenshot-fields/tests/test_example.py
 create mode 100644 examples/screenshot-fields/uv.lock

diff --git a/examples/README.md b/examples/README.md
index fdd41f281..cc9537708 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -38,6 +38,7 @@ to a separately maintained repository (clone and run there).
 | [Screen harmful prompts before your model sees them](./guardrails) | Scoring SIE's Qwen3Guard 4B and GLiGuard against three LLM judges and OpenAI Moderation on 4,768 human-labelled ToxicChat and Aegis 2.0 prompts, with a paired bootstrap and the pre-registered bars | `chat/completions`, `extract` | SIE Cloud with GLiGuard, an SIE server for Qwen3Guard; `fetch.py` pulls the recorded run and both sets, `score.py` reproduces every figure with no key | Runnable recorded example |
 | [Expand a query into matchable terms](./sparse) | Comparing SPLADE, which adds terms the text never used, with bge-m3 sparse, which does not | `encode` | SIE Cloud with SPLADE++ and bge-m3; `fetch.py` pulls the recorded vectors, `score.py` reproduces the figures with no key | Runnable recorded example |
 | [Mask personal data before it reaches a log, a prompt or a vendor](./redact) | Composing two PII models and scoring coverage recall on 660 documents against Presidio, OpenAI Privacy Filter and two LLM prompts, with the price of each | `extract` | SIE Cloud with GLiNER PII and NuNER Zero; `fetch.py` pulls the recorded run, `score.py` reproduces the figures with no key | Runnable recorded example |
+| [Read a full app screenshot into typed fields](./screenshot-fields) | Reproducing all 26 original field checks from one complete Kanboard task screenshot and a strict schema | `chat/completions` | SIE endpoint with Gemma 4 31B; pinned evidence and offline scoring need no API key | Runnable recorded example |
 | [Read the numbers off a dashboard that has no API](./screenshot-mining) | Reading twelve Superset, Argo CD, Airflow, Kubernetes, GitLab and Jaeger screens into schema-valid JSON | `generate` | SIE Cloud with Qwen3.8 27B; `fetch.py` pulls the recorded run and the screenshots, `score.py` reproduces 328 of 335 with no key | Runnable recorded example |
 | [Read a scanned form into typed fields, then check the answer](./doc-field-extraction) | Extracting typed fields from FAA, OSHA, NIST, USPS and invoice pages under a strict JSON schema, then measuring whether a second call that never sees the page is worth making | `generate`, `chat/completions` | SIE Cloud with Qwen3.8 27B; `fetch.py` pulls the recorded run and the page images, `score.py` reproduces 180 of 223 and 204 after the second call with no key | Runnable recorded example |
 | [Ask a question about an image](./caption-vqa) | Putting one specific question to equipment photographs, hazmat placards, wiring drawings and analogue dials | `generate` | SIE Cloud with Qwen3.8 27B; `fetch.py` pulls the recorded run and the images, `score.py` reproduces 10 of 12 with no key | Runnable recorded example |
diff --git a/examples/screenshot-fields/.gitignore b/examples/screenshot-fields/.gitignore
new file mode 100644
index 000000000..b6406c7fb
--- /dev/null
+++ b/examples/screenshot-fields/.gitignore
@@ -0,0 +1,6 @@
+.venv/
+evidence/
+run-output/
+__pycache__/
+.pytest_cache/
+.ruff_cache/
diff --git a/examples/screenshot-fields/README.md b/examples/screenshot-fields/README.md
new file mode 100644
index 000000000..275c90796
--- /dev/null
+++ b/examples/screenshot-fields/README.md
@@ -0,0 +1,118 @@
+# Read a full app screenshot into typed fields
+
+Gemma 4 31B on SIE reads a Kanboard task detail screen into a strict JSON schema.
+One call returns the task's title, priority, dates and other summary fields,
+plus three ordered subtasks with assignees and time-tracking strings. The
+recorded answer passes all **26 of 26** original field checks and the complete
+schema. This is one fictional fixture, not a population accuracy estimate.
+
+[View the full original screenshot](https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/cases/KB01/image.png).
+
+## Verify the recording without a model or API key
+
+Use Python 3.12 and [uv](https://docs.astral.sh/uv/):
+
+```sh
+cd examples/screenshot-fields
+uv sync --frozen
+uv run --frozen python evidence.py fetch
+uv run --frozen python evidence.py verify
+uv run --frozen python score.py
+```
+
+Fetch downloads a fixed list of public files anonymously. Each file's URL has an
+immutable dataset revision; `pins.json` records its byte length and SHA-256.
+Existing files with the wrong digest fail verification instead of being silently
+replaced. After the first download, verification and scoring are offline.
+
+Expected result: `checks: 26`, `passed: 26`, `fully_right: true`,
+`schema_valid: true`. Scoring authenticates and imports the original published
+scorer, including its text normalization and extra-row penalty. It uses the
+original KB01 gold, with no post-hoc field exclusions. Schema validation also
+rejects wrong types and undeclared fields. A truncated or invalid answer fails.
+
+The complete published HTTP response is in
+`evidence/native/KB01-response.json`, and its SDK representation is in
+`evidence/native/KB01-sdk-response.json`. Both retain all answer fields and usage.
+The public packet removed only the top-level response ID; its manifest records
+that removed JSON path and the original raw-response digest. The example does
+not replace either file with a clipped or reformatted answer.
+
+## Send the same inputs to your SIE endpoint
+
+Configure a SIE endpoint with
+`google/gemma-4-31B-it:h100-96k-hires-thinking-budget512-no-spec` first. The endpoint
+must have that model and profile available. Set `SIE_API_KEY` if it requires
+authentication; leave it unset for an unauthenticated local deployment.
+
+```sh
+uv run --frozen python run.py --endpoint http://localhost:8080
+uv run --frozen python score.py --response run-output/response.json
+```
+
+This command deliberately makes an inference request. `run.py` verifies the
+original 1440 × 1000 PNG, the entire instruction including its final newline,
+and the complete schema before calling `sie_sdk.SIEClient.chat_completions` once.
+The system message carries the instruction; the user message carries the full
+PNG data URI. The strict schema is supplied separately in `response_format`,
+named `fixture_kb01`. The client sends a 32,768-token cap, temperature 0 and
+presence penalty 0, with no application retry loop or fallback model. The SDK
+may retry pre-execution admission or model-loading signals; it does not retry
+a generation after a post-dispatch timeout.
+
+A fresh complete response is saved separately in `run-output/response.json`.
+An existing output file stops the command before dispatch. A new endpoint,
+checkpoint, runtime or profile may return different fields; the recorded 26/26
+result does not promise identical output or timing on every deployment.
+
+## Request equivalence and provenance
+
+The example pins released `sie-sdk==0.10.1`. The native recording used the
+0.10.0 CUDA13 server image with public source overlay
+[`ab4c9962`](https://github.com/superlinked/sie/tree/ab4c9962d5c0a411b7832f0b7b50cc8ff8d57566),
+model revision `842da3794eaa0b77d5f08bae87a17459d91ff475`, and the exact profile above.
+The [native packet](https://huggingface.co/datasets/superlinked/sie-task-evidence/blob/c718fe42a8e914e122ffe8e5e20ac6f5a81bd6f9/screenshot-request-correction/2026-10-14/native/README.md)
+contains the full request, response and runtime receipt.
+
+The outgoing request is transport-equivalent to that recording after one
+explicit alias: this example sends `max_completion_tokens`, while the recording
+uses `max_tokens`. The pinned server's
+[`_prepare_chat_body`](https://github.com/superlinked/sie/blob/ab4c9962d5c0a411b7832f0b7b50cc8ff8d57566/packages/sie_server/src/sie_server/api/openai_local.py#L762-L778)
+resolves both to the same cap. An offline test uses the real released SDK and
+`httpx.MockTransport` to compare every other request value, including the full
+image, schema and prompt. Mock responses are test fixtures, not new measurements.
+
+The [Screenshot Mining task page](https://superlinked.com/screenshot-mining)
+has a separate 100-screen cost and field-agreement comparison. Its
+[current sources](https://superlinked.com/reference/screenshot-mining/multiapp100/SOURCES.md)
+and [immutable audit methodology](https://huggingface.co/datasets/superlinked/sie-task-evidence/blob/18e8c9ae848f55f5a5b2039bd79065b80b9c00ef/screenshot-request-correction/2026-10-14/audit/README.md)
+explain that study, including preserved stock scores and sensitivity analyses.
+This single-call example does not reproduce those aggregate costs or scores.
+The older [12-screen example](../screenshot-mining) remains a separate recording.
+
+## Tests
+
+Fetch once using the commands above, then run credential-free checks:
+
+```sh
+uv run --frozen pytest
+uv run --frozen ruff check .
+uv run --frozen ruff format --check .
+```
+
+Tests block external downloads and mock SDK transport. They cover altered and
+missing evidence, fixed download URLs, the full recorded request and response,
+incorrect field values, missing and extra rows, schema errors and HTTP failures.
+They make no model calls.
+
+## Source notices
+
+The screenshot uses a fictional Kanboard workflow. Kanboard is copyright
+Frédéric Guillot and contributors, under MIT. Font Awesome is by Dave Gandy and
+contributors, with its font and supporting-code notices retained in the corpus.
+Read the pinned
+[attributions](https://huggingface.co/datasets/superlinked/sie-task-evidence/blob/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/ATTRIBUTIONS.md),
+[rights record](https://huggingface.co/datasets/superlinked/sie-task-evidence/blob/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/RIGHTS.json)
+and [original notices](https://huggingface.co/datasets/superlinked/sie-task-evidence/tree/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/licenses).
+Software names identify the source applications; this example makes no upstream
+endorsement claim or additional trademark grant.
diff --git a/examples/screenshot-fields/evidence.py b/examples/screenshot-fields/evidence.py
new file mode 100644
index 000000000..8dc208ecf
--- /dev/null
+++ b/examples/screenshot-fields/evidence.py
@@ -0,0 +1,110 @@
+"""Fetch and authenticate the immutable inputs and recorded response."""
+
+from __future__ import annotations
+
+import argparse
+import base64
+import hashlib
+import json
+import os
+import tempfile
+import urllib.request
+from pathlib import Path
+
+HERE = Path(__file__).resolve().parent
+DEFAULT_EVIDENCE = HERE / "evidence"
+PINS = json.loads((HERE / "pins.json").read_text())["files"]
+MODEL = "google/gemma-4-31B-it:h100-96k-hires-thinking-budget512-no-spec"
+
+
+def check_bytes(name: str, data: bytes) -> None:
+    pin = PINS[name]
+    if len(data) != pin["bytes"] or hashlib.sha256(data).hexdigest() != pin["sha256"]:
+        raise ValueError(f"Evidence digest mismatch: {name}")
+
+
+def fetch(directory: Path) -> None:
+    for name, pin in PINS.items():
+        target = directory / name
+        if target.exists():
+            check_bytes(name, target.read_bytes())
+            continue
+        request = urllib.request.Request(pin["url"], headers={"User-Agent": "sie-screenshot-fields-example"})
+        with urllib.request.urlopen(request, timeout=120) as response:
+            data = response.read()
+        check_bytes(name, data)
+        target.parent.mkdir(parents=True, exist_ok=True)
+        fd, temporary = tempfile.mkstemp(dir=target.parent)
+        try:
+            with os.fdopen(fd, "wb") as output:
+                output.write(data)
+            os.replace(temporary, target)
+        finally:
+            Path(temporary).unlink(missing_ok=True)
+    verify(directory)
+
+
+def verify(directory: Path) -> dict:
+    for name in PINS:
+        check_bytes(name, (directory / name).read_bytes())
+    case = directory / "source/cases/KB01"
+    screens = [json.loads(line) for line in (directory / "source/screens.jsonl").read_text().splitlines()]
+    selected = [screen for screen in screens if screen["screen"] == "KB01"]
+    if len(selected) != 1:
+        raise ValueError("Expected exactly one KB01 source record")
+    screen = selected[0]
+    gold = json.loads((case / "gold.json").read_text())
+    schema = json.loads((case / "schema.json").read_text())
+    prompt = (case / "prompt.txt").read_bytes().decode("utf-8")
+    image = (case / "image.png").read_bytes()
+    case_files = {"image": "image.png", "prompt": "prompt.txt", "schema": "schema.json", "gold": "gold.json"}
+    for name, filename in case_files.items():
+        relative = screen["gold_file"] if name == "gold" else screen[name]
+        if relative != f"cases/KB01/{filename}":
+            raise ValueError(f"Unexpected source path: {name}")
+        if screen[f"{name}_sha256"] != PINS[f"source/{relative}"]["sha256"]:
+            raise ValueError(f"Inconsistent source digest: {name}")
+    if screen["gold"] != gold or screen["base_gold_leaves"] != 26:
+        raise ValueError("Inconsistent original gold")
+    expected = {
+        "model": MODEL,
+        "messages": [
+            {"role": "system", "content": prompt},
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image_url",
+                        "image_url": {"url": "data:image/png;base64," + base64.b64encode(image).decode("ascii")},
+                    }
+                ],
+            },
+        ],
+        "max_tokens": 32768,
+        "temperature": 0,
+        "presence_penalty": 0,
+        "response_format": {
+            "type": "json_schema",
+            "json_schema": {"name": "fixture_kb01", "strict": True, "schema": schema},
+        },
+    }
+    recorded = json.loads((directory / "native/KB01-request.json").read_text())
+    if recorded != expected:
+        raise ValueError("Recorded request differs from the complete verified inputs")
+    return {"screen": screen, "schema": schema, "request": expected}
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("action", choices=["fetch", "verify"])
+    parser.add_argument("--evidence", type=Path, default=DEFAULT_EVIDENCE)
+    args = parser.parse_args()
+    if args.action == "fetch":
+        fetch(args.evidence)
+    else:
+        verify(args.evidence)
+    print(f"Verified {len(PINS)} immutable evidence files")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/screenshot-fields/pins.json b/examples/screenshot-fields/pins.json
new file mode 100644
index 000000000..410f710f6
--- /dev/null
+++ b/examples/screenshot-fields/pins.json
@@ -0,0 +1,74 @@
+{
+  "files": {
+    "source/cases/KB01/image.png": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/cases/KB01/image.png",
+      "bytes": 173994,
+      "sha256": "3555a094d9316ef63b097be239a42bba118c699006c8e8a59771c26e52fd027b"
+    },
+    "source/cases/KB01/prompt.txt": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/cases/KB01/prompt.txt",
+      "bytes": 913,
+      "sha256": "025652a285fa1b490758261531b5a61f87f33da61b8728dfda9f24b74c29b7de"
+    },
+    "source/cases/KB01/schema.json": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/cases/KB01/schema.json",
+      "bytes": 2430,
+      "sha256": "4608811a612d5d9f31adceb4bc39afa821a64c495c1bd6018e758916c1b43777"
+    },
+    "source/cases/KB01/gold.json": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/cases/KB01/gold.json",
+      "bytes": 999,
+      "sha256": "28e7533ae081fbe8b06ddca98dc581b4c0ddbd66a00dc78d7c43682541b25cf5"
+    },
+    "source/screens.jsonl": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/screens.jsonl",
+      "bytes": 142513,
+      "sha256": "6aeec18e50ac69708aa657ac3fa341fe1a8a1b2c4102393d98cd101304da2895"
+    },
+    "source/code/score.py": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/77a6f4402054447580e55cd60c82ddfcd9813497/screenshot/2026-10-11/fixed-public-multi-app-fixtures-v2/code/score.py",
+      "bytes": 11803,
+      "sha256": "1d6dc40c3ad3b8e46b2eadbc394d9128d2079d71fbf670a01cb6715426f4470a"
+    },
+    "native/KB01-request.json": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/c718fe42a8e914e122ffe8e5e20ac6f5a81bd6f9/screenshot-request-correction/2026-10-14/native/KB01-request.json",
+      "bytes": 234629,
+      "sha256": "433656897965e1c7166d7f4e78c3d2a74d9eecf0dccdb04edffa602ced24a72c"
+    },
+    "native/KB01-response.json": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/c718fe42a8e914e122ffe8e5e20ac6f5a81bd6f9/screenshot-request-correction/2026-10-14/native/KB01-response.json",
+      "bytes": 1748,
+      "sha256": "c781ae8221eb304ed6f91965d203cf34c5ac65b8607416ca26bf3b73b3e66411"
+    },
+    "native/KB01-sdk-response.json": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/c718fe42a8e914e122ffe8e5e20ac6f5a81bd6f9/screenshot-request-correction/2026-10-14/native/KB01-sdk-response.json",
+      "bytes": 1793,
+      "sha256": "9fa659c655f3ea006139a50764b6767dffaaee4363ec42cc5081864f1971574c"
+    },
+    "native/manifest.json": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/c718fe42a8e914e122ffe8e5e20ac6f5a81bd6f9/screenshot-request-correction/2026-10-14/native/manifest.json",
+      "bytes": 3631,
+      "sha256": "0d68b4cb92f6014926ce4bbd13eccba47bb3eb0a0e8d5a0a5d8e34dda99a2e28"
+    },
+    "native/validation.json": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/c718fe42a8e914e122ffe8e5e20ac6f5a81bd6f9/screenshot-request-correction/2026-10-14/native/validation.json",
+      "bytes": 393,
+      "sha256": "da0658537ae1bbdec0d409fa4f9ba0053770a39c14dd983b5a9d748f100654e4"
+    },
+    "native/run.json": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/c718fe42a8e914e122ffe8e5e20ac6f5a81bd6f9/screenshot-request-correction/2026-10-14/native/run.json",
+      "bytes": 700,
+      "sha256": "82e7db4dd5aff3d513419c81043129b2a9493679cf632d807512a66bfe317e33"
+    },
+    "native/client-receipt.json": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/c718fe42a8e914e122ffe8e5e20ac6f5a81bd6f9/screenshot-request-correction/2026-10-14/native/client-receipt.json",
+      "bytes": 1054,
+      "sha256": "7f4937b08b0c6e627c2746333196e874439ea3adb9096d22b25b2dc8dee138aa"
+    },
+    "native/README.md": {
+      "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/c718fe42a8e914e122ffe8e5e20ac6f5a81bd6f9/screenshot-request-correction/2026-10-14/native/README.md",
+      "bytes": 1405,
+      "sha256": "a7ca3c91d01c1ab4f198b3e055b6aaebfaf87af3eb78874a6b460a8bf120576a"
+    }
+  }
+}
diff --git a/examples/screenshot-fields/pyproject.toml b/examples/screenshot-fields/pyproject.toml
new file mode 100644
index 000000000..9059c949c
--- /dev/null
+++ b/examples/screenshot-fields/pyproject.toml
@@ -0,0 +1,20 @@
+[project]
+name = "superlinked-sie-screenshot-fields-example"
+version = "0.1.0"
+description = "Read a full application screenshot into typed fields and verify the recorded answer"
+requires-python = ">=3.12,<3.13"
+dependencies = ["sie-sdk==0.10.1", "jsonschema==4.25.1"]
+
+[tool.uv]
+package = false
+
+[dependency-groups]
+dev = ["pytest==9.0.2", "ruff==0.14.14"]
+
+[tool.ruff]
+line-length = 120
+target-version = "py312"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+pythonpath = ["."]
diff --git a/examples/screenshot-fields/run.py b/examples/screenshot-fields/run.py
new file mode 100644
index 000000000..3c343b3a6
--- /dev/null
+++ b/examples/screenshot-fields/run.py
@@ -0,0 +1,51 @@
+"""Send the complete KB01 screenshot once to an explicitly configured SIE endpoint."""
+
+from __future__ import annotations
+
+import argparse
+import json
+import os
+from pathlib import Path
+
+from sie_sdk import SIEClient
+
+from evidence import DEFAULT_EVIDENCE, MODEL, verify
+
+
+def extract(client: SIEClient, directory: Path) -> dict:
+    request = verify(directory)["request"]
+    return client.chat_completions(
+        MODEL,
+        request["messages"],
+        max_completion_tokens=32768,
+        extra_body={"temperature": 0, "presence_penalty": 0},
+        response_format=request["response_format"],
+        wait_for_capacity=False,
+        max_oom_retries=0,
+        read_timeout_s=900,
+    )
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--endpoint", required=True, help="SIE base URL configured with the recorded model profile")
+    parser.add_argument("--evidence", type=Path, default=DEFAULT_EVIDENCE)
+    parser.add_argument("--output", type=Path, default=Path("run-output/response.json"))
+    args = parser.parse_args()
+    verify(args.evidence)
+    # Reserve before dispatch so an existing response cannot be overwritten or cause a wasted call.
+    args.output.parent.mkdir(parents=True, exist_ok=True)
+    with args.output.open("x", encoding="utf-8") as output:
+        try:
+            with SIEClient(args.endpoint, api_key=os.environ.get("SIE_API_KEY", "")) as client:
+                result = extract(client, args.evidence)
+            json.dump(result, output, ensure_ascii=False, indent=2)
+            output.write("\n")
+        except Exception:
+            args.output.unlink(missing_ok=True)
+            raise
+    print(f"Saved complete response to {args.output}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/screenshot-fields/score.py b/examples/screenshot-fields/score.py
new file mode 100644
index 000000000..df79a3558
--- /dev/null
+++ b/examples/screenshot-fields/score.py
@@ -0,0 +1,48 @@
+"""Validate and score the saved answer with the original, hash-verified scorer."""
+
+from __future__ import annotations
+
+import argparse
+import importlib.util
+import json
+from pathlib import Path
+
+from jsonschema import Draft202012Validator
+
+from evidence import DEFAULT_EVIDENCE, verify
+
+
+def score(directory: Path, response_path: Path | None = None) -> dict:
+    inputs = verify(directory)
+    response_path = response_path or directory / "native/KB01-response.json"
+    response = json.loads(response_path.read_text())
+    choices = response.get("choices", [])
+    if len(choices) != 1 or choices[0].get("finish_reason") != "stop":
+        raise ValueError("Expected one complete, non-truncated answer")
+    text = choices[0].get("message", {}).get("content")
+    if not isinstance(text, str):
+        raise ValueError("Missing JSON answer")
+    value = json.loads(text)
+    Draft202012Validator(inputs["schema"]).validate(value)
+    # verify() authenticates this exact public scorer before any of its code executes.
+    spec = importlib.util.spec_from_file_location("frozen_screenshot_scorer", directory / "source/code/score.py")
+    assert spec is not None and spec.loader is not None
+    scorer = importlib.util.module_from_spec(spec)
+    spec.loader.exec_module(scorer)
+    result = scorer.score_screen(inputs["screen"], {"text": text, "finish_reason": "stop", "http_status": 200})
+    return {"screen": "KB01", "schema_valid": True, **result}
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--evidence", type=Path, default=DEFAULT_EVIDENCE)
+    parser.add_argument("--response", type=Path, help="Optional fresh response; pinned inputs remain unchanged")
+    args = parser.parse_args()
+    result = score(args.evidence, args.response)
+    print(json.dumps(result, ensure_ascii=False, indent=2))
+    if not result["fully_right"]:
+        raise SystemExit(1)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/screenshot-fields/tests/test_example.py b/examples/screenshot-fields/tests/test_example.py
new file mode 100644
index 000000000..13aecde31
--- /dev/null
+++ b/examples/screenshot-fields/tests/test_example.py
@@ -0,0 +1,226 @@
+from __future__ import annotations
+
+import base64
+import copy
+import io
+import json
+import shutil
+from importlib.metadata import version
+from unittest.mock import patch
+
+import httpx
+import pytest
+from jsonschema import ValidationError
+from sie_sdk import SIEClient
+
+import evidence
+import run
+import score
+
+
+@pytest.fixture(autouse=True)
+def no_external_network(monkeypatch):
+    def blocked(*args, **kwargs):
+        raise AssertionError("Tests must use the fetched evidence or mocked transport")
+
+    monkeypatch.setattr(evidence.urllib.request, "urlopen", blocked)
+
+
+@pytest.fixture
+def recorded():
+    evidence.verify(evidence.DEFAULT_EVIDENCE)
+    return evidence.DEFAULT_EVIDENCE
+
+
+def test_offline_recorded_answer(recorded):
+    with patch.object(SIEClient, "chat_completions", side_effect=AssertionError("No inference")):
+        result = score.score(recorded)
+    assert (result["checks"], result["passed"], result["fully_right"], result["schema_valid"]) == (26, 26, True, True)
+    inputs = evidence.verify(recorded)
+    assert inputs["request"]["messages"][0]["content"].endswith("\n")
+    assert len(inputs["screen"]["gold"]["subtasks"]) == 3
+
+
+def test_anonymous_fetch_uses_fixed_verified_files(recorded, tmp_path, monkeypatch):
+    files = {pin["url"]: (recorded / name).read_bytes() for name, pin in evidence.PINS.items()}
+    visited = []
+
+    def download(request, timeout):
+        assert timeout == 120
+        assert not request.has_header("Authorization")
+        visited.append(request.full_url)
+        return io.BytesIO(files[request.full_url])
+
+    monkeypatch.setattr(evidence.urllib.request, "urlopen", download)
+    evidence.fetch(tmp_path)
+    assert set(visited) == set(files)
+    evidence.fetch(tmp_path)
+    assert len(visited) == len(files)
+    assert score.score(tmp_path)["passed"] == 26
+
+
+@pytest.mark.parametrize("corrupt", [b"short", b"x" * 173994])
+def test_bad_download_never_promoted(tmp_path, monkeypatch, corrupt):
+    monkeypatch.setattr(evidence.urllib.request, "urlopen", lambda *args, **kwargs: io.BytesIO(corrupt))
+    with pytest.raises(ValueError, match="digest mismatch"):
+        evidence.fetch(tmp_path)
+    assert not list(tmp_path.rglob("*"))
+
+
+@pytest.mark.parametrize("name", list(evidence.PINS))
+def test_each_cached_file_is_authenticated(recorded, tmp_path, name):
+    shutil.copytree(recorded, tmp_path, dirs_exist_ok=True)
+    path = tmp_path / name
+    data = bytearray(path.read_bytes())
+    data[0] ^= 1
+    path.write_bytes(data)
+    with pytest.raises(ValueError, match="digest mismatch"):
+        evidence.verify(tmp_path)
+    with pytest.raises(ValueError, match="digest mismatch"):
+        score.score(tmp_path)
+
+
+def test_missing_file_fails(recorded, tmp_path):
+    shutil.copytree(recorded, tmp_path, dirs_exist_ok=True)
+    (tmp_path / "source/cases/KB01/image.png").unlink()
+    with pytest.raises(FileNotFoundError):
+        evidence.verify(tmp_path)
+
+
+def test_adjacent_manifest_cannot_reauthorize_response(recorded, tmp_path):
+    shutil.copytree(recorded, tmp_path, dirs_exist_ok=True)
+    response = tmp_path / "native/KB01-response.json"
+    response.write_text("{}")
+    manifest = tmp_path / "native/manifest.json"
+    altered = json.loads(manifest.read_text())
+    altered["files"]["KB01-response.json"]["sha256"] = evidence.hashlib.sha256(b"{}").hexdigest()
+    manifest.write_text(json.dumps(altered))
+    with pytest.raises(ValueError, match="digest mismatch"):
+        evidence.verify(tmp_path)
+
+
+def test_released_sdk_full_request_and_response(recorded):
+    assert version("sie-sdk") == "0.10.1"
+    calls = []
+    saved = json.loads((recorded / "native/KB01-response.json").read_text())
+
+    def transport(request):
+        calls.append(request)
+        assert request.method == "POST"
+        assert str(request.url) == "http://example.test/v1/chat/completions"
+        body = json.loads(request.content)
+        assert "max_tokens" not in body
+        body["max_tokens"] = body.pop("max_completion_tokens")
+        assert body == json.loads((recorded / "native/KB01-request.json").read_text())
+        image_url = body["messages"][1]["content"][0]["image_url"]["url"]
+        assert (
+            base64.b64decode(image_url.split(",", 1)[1], validate=True)
+            == (recorded / "source/cases/KB01/image.png").read_bytes()
+        )
+        return httpx.Response(200, json=saved)
+
+    with httpx.Client(base_url="http://example.test", transport=httpx.MockTransport(transport)) as http:
+        with SIEClient("http://example.test", api_key="", http_client=http) as client:
+            result = run.extract(client, recorded)
+    assert len(calls) == 1
+    assert result == saved
+
+
+@pytest.mark.parametrize("status", [500, 503, 504])
+def test_terminal_http_failure_does_not_resend(recorded, status):
+    calls = []
+
+    def transport(request):
+        calls.append(request)
+        return httpx.Response(status, json={"error": {"message": "Recorded mock failure", "type": "server_error"}})
+
+    with httpx.Client(base_url="http://example.test", transport=httpx.MockTransport(transport)) as http:
+        with SIEClient("http://example.test", api_key="", http_client=http) as client:
+            with pytest.raises(Exception):
+                run.extract(client, recorded)
+    assert len(calls) == 1
+
+
+@pytest.mark.parametrize("change,passed", [("value", 25), ("missing_row", 23), ("extra_row", 26)])
+def test_original_scoring_penalizes_wrong_values_and_rows(recorded, tmp_path, change, passed):
+    response = json.loads((recorded / "native/KB01-response.json").read_text())
+    answer = json.loads(response["choices"][0]["message"]["content"])
+    if change == "value":
+        answer["priority"] = 2
+    elif change == "missing_row":
+        answer["subtasks"].pop()
+    else:
+        answer["subtasks"].append(copy.deepcopy(answer["subtasks"][0]))
+    response["choices"][0]["message"]["content"] = json.dumps(answer)
+    path = tmp_path / "fresh-response.json"
+    path.write_text(json.dumps(response))
+    result = score.score(recorded, path)
+    assert result["passed"] == passed
+    assert result["checks"] == (27 if change == "extra_row" else 26)
+    assert not result["fully_right"]
+
+
+@pytest.mark.parametrize("change", ["type", "extra_field", "truncated", "invalid_json", "empty"])
+def test_schema_and_incomplete_answers_fail(recorded, tmp_path, change):
+    response = json.loads((recorded / "native/KB01-response.json").read_text())
+    choice = response["choices"][0]
+    answer = json.loads(choice["message"]["content"])
+    if change == "type":
+        answer["priority"] = "1"
+    elif change == "extra_field":
+        answer["invented"] = "hidden"
+    elif change == "truncated":
+        choice["finish_reason"] = "length"
+    choice["message"]["content"] = {"invalid_json": "{", "empty": ""}.get(change, json.dumps(answer))
+    path = tmp_path / "fresh-response.json"
+    path.write_text(json.dumps(response))
+    with pytest.raises((ValueError, ValidationError)):
+        score.score(recorded, path)
+
+
+def test_cli_retains_complete_envelope(recorded, tmp_path, monkeypatch):
+    saved = json.loads((recorded / "native/KB01-response.json").read_text())
+    calls = []
+
+    def client_factory(endpoint, api_key):
+        def transport(request):
+            calls.append(request)
+            return httpx.Response(200, json=saved)
+
+        http = httpx.Client(base_url=endpoint, transport=httpx.MockTransport(transport))
+        return SIEClient(endpoint, api_key=api_key, http_client=http)
+
+    output = tmp_path / "response.json"
+    monkeypatch.setattr(run, "SIEClient", client_factory)
+    monkeypatch.setattr(
+        "sys.argv",
+        ["run.py", "--endpoint", "http://example.test", "--evidence", str(recorded), "--output", str(output)],
+    )
+    run.main()
+    assert json.loads(output.read_text()) == saved
+    assert len(calls) == 1
+    with pytest.raises(FileExistsError):
+        run.main()
+    assert len(calls) == 1
+    assert json.loads(output.read_text()) == saved
+
+
+def test_cli_failed_request_leaves_no_answer(recorded, tmp_path, monkeypatch):
+    def client_factory(endpoint, api_key):
+        http = httpx.Client(
+            base_url=endpoint,
+            transport=httpx.MockTransport(
+                lambda request: httpx.Response(500, json={"error": {"message": "mock failure"}})
+            ),
+        )
+        return SIEClient(endpoint, api_key=api_key, http_client=http)
+
+    output = tmp_path / "response.json"
+    monkeypatch.setattr(run, "SIEClient", client_factory)
+    monkeypatch.setattr(
+        "sys.argv",
+        ["run.py", "--endpoint", "http://example.test", "--evidence", str(recorded), "--output", str(output)],
+    )
+    with pytest.raises(Exception):
+        run.main()
+    assert not output.exists()
diff --git a/examples/screenshot-fields/uv.lock b/examples/screenshot-fields/uv.lock
new file mode 100644
index 000000000..4331c2f75
--- /dev/null
+++ b/examples/screenshot-fields/uv.lock
@@ -0,0 +1,573 @@
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