From 874fae980f2249baebc3e02296de7d08129ee591 Mon Sep 17 00:00:00 2001
From: jamestagg <james@taggs.com>
Date: Fri, 27 Mar 2026 09:11:12 -0700
Subject: [PATCH] Add license fields to all 25 benchmark metadata files +
 archive outputs/scores
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Licensing audit of all benchmark reference images:
- 10 own-work (CC BY-NC 4.0): sunset-oswego, spaghetti, alysson,
  jamest-seated/standing, dbrin-xian, portrait-2007, lasergirls,
  sunset-2007, tappan-zee-sunset
- 1 flickr (VERIFY license): paris-eiffel
- 3 fair-use (internal benchmarking only): joi-close, joi-wide, blade-runner
- 1 needs-license: distracted-boyfriend (iStock/Antonio Guillem)
- 9 unknown provenance: fiery-silhouette, city-sunrise, golden-hour-clouds,
  mojave-twilight, san-diego-sunset, sunset-dramatic, ocean-horizon,
  mountain, fog
- 1 placeholder: central-park (no image yet)

Also archived benchmark outputs (270 files) and scores (30 files) from
ralpha repo — all benchmark data now lives in ralpha-ue5.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 .../memory/jobs.json                          | 566 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../state.json                                | 471 ++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../screenshots/iter_002.png                  |   3 +
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 .../screenshots/iter_004.png                  |   3 +
 .../state.json                                | 459 ++++++++++
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 .../state.json                                | 465 ++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../state.json                                | 639 ++++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
 .../screenshots/iter_001.png                  |   3 +
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 .../state.json                                | 267 ++++++
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 .../state.json                                | 831 ++++++++++++++++++
 .../memory/jobs.json                          | 566 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sea_download-1_20260125_124006/state.json | 663 ++++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sea_download-1_20260125_164024/state.json | 663 ++++++++++++++
 .../memory/jobs.json                          | 566 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sea_download-2_20260125_124015/state.json | 651 ++++++++++++++
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 .../sea_download-2_20260125_164040/state.json | 726 +++++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sea_download-3_20260125_124025/state.json | 615 +++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sea_download_20260125_124034/state.json   | 645 ++++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sea_images-10_20260125_124052/state.json  | 627 +++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sea_images-11_20260125_124102/state.json  | 651 ++++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sea_images-1_20260125_124043/state.json   | 627 +++++++++++++
 .../memory/jobs.json                          | 566 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../screenshots/iter_006.png                  |   3 +
 .../sea_images-2_20260125_124111/state.json   | 663 ++++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sea_images-3_20260125_124120/state.json   | 627 +++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../state.json                                | 657 ++++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../state.json                                | 627 +++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../state.json                                | 627 +++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../state.json                                | 657 ++++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../state.json                                | 639 ++++++++++++++
 .../memory/jobs.json                          | 566 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../state.json                                | 669 ++++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../state.json                                | 627 +++++++++++++
 .../memory/jobs.json                          | 566 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../sky_images-10_20260125_123850/state.json  | 633 +++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../screenshots/iter_005.png                  |   3 +
 .../screenshots/iter_006.png                  |   3 +
 .../sky_images-11_20260125_123859/state.json  | 615 +++++++++++++
 .../memory/jobs.json                          | 560 ++++++++++++
 .../screenshots/iter_000.png                  |   3 +
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 .../screenshots/iter_005.png                  |   3 +
 .../screenshots/iter_006.png                  |   3 +
 .../sky_images-1_20260125_123840/state.json   | 639 ++++++++++++++
 .../screenshots/iter_001.png                  |   3 +
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 .../screenshots/iter_005.png                  |   3 +
 .../screenshots/iter_006.png                  |   3 +
 .../state.json                                | 124 +++
 .../screenshots/iter_001.png                  |   3 +
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 .../screenshots/iter_003.png                  |   3 +
 .../screenshots/iter_004.png                  |   3 +
 .../state.json                                |  96 ++
 benchmark/outputs/sunset_oswego_v1.png        |   3 +
 benchmark/outputs/sunset_oswego_v10.png       |   3 +
 benchmark/outputs/sunset_oswego_v11.png       |   3 +
 benchmark/outputs/sunset_oswego_v12.png       |   3 +
 benchmark/outputs/sunset_oswego_v13.png       |   3 +
 benchmark/outputs/sunset_oswego_v14.png       |   3 +
 benchmark/outputs/sunset_oswego_v15.png       |   3 +
 benchmark/outputs/sunset_oswego_v16.png       |   3 +
 benchmark/outputs/sunset_oswego_v17.png       |   3 +
 benchmark/outputs/sunset_oswego_v18.png       |   3 +
 benchmark/outputs/sunset_oswego_v19.png       |   3 +
 benchmark/outputs/sunset_oswego_v2.png        |   3 +
 benchmark/outputs/sunset_oswego_v20.png       |   3 +
 benchmark/outputs/sunset_oswego_v3.png        |   3 +
 benchmark/outputs/sunset_oswego_v4.png        |   3 +
 benchmark/outputs/sunset_oswego_v5.png        |   3 +
 benchmark/outputs/sunset_oswego_v6.png        |   3 +
 benchmark/outputs/sunset_oswego_v7.png        |   3 +
 benchmark/outputs/sunset_oswego_v8.png        |   3 +
 benchmark/outputs/sunset_oswego_v9.png        |   3 +
 .../references/Hard/lasergirls/metadata.md    |   8 +
 .../references/food/spaghetti/metadata.md     |   8 +
 .../references/nature/mountain/metadata.md    |   8 +
 .../references/parks/central-park/metadata.md |   8 +
 .../references/portrait/alysson/metadata.md   |   8 +
 .../portrait/dbrin-xian/metadata.md           |   8 +
 .../portrait/distracted-boyfriend/metadata.md |   8 +
 .../portrait/jamest-seated/metadata.md        |   8 +
 .../portrait/jamest-standing/metadata.md      |   8 +
 .../references/portrait/joi-close/metadata.md |   8 +
 .../references/portrait/joi-wide/metadata.md  |   8 +
 .../portrait/portrait-2007/metadata.md        |   8 +
 .../references/sea/ocean-horizon/metadata.md  |   8 +
 .../references/sea/sunset-oswego/metadata.md  |   8 +
 .../sea/sunset-oswego/reference.mask.png      |   3 +
 .../references/sky/city-sunrise/metadata.md   |   8 +
 .../sky/fiery-silhouette/metadata.md          |   8 +
 .../sky/golden-hour-clouds/metadata.md        |   8 +
 .../sky/mojave-twilight/metadata.md           |   8 +
 .../sky/san-diego-sunset/metadata.md          |   8 +
 .../references/sky/sunset-2007/metadata.md    |   8 +
 .../sky/sunset-dramatic/metadata.md           |   8 +
 .../sky/tappan-zee-sunset/metadata.md         |   8 +
 .../references/urban/blade-runner/metadata.md |   8 +
 .../references/urban/paris-eiffel/metadata.md |   8 +
 benchmark/references/weather/fog/metadata.md  |   8 +
 .../Hard_lasergirls_20260125_121907.json      |  16 +
 benchmark/scores/evolution_history.json       | 624 +++++++++++++
 ..._mountain_dramatic_01_20260125_121921.json |  16 +
 ...i_distractedboyfriend_20260125_121928.json |  16 +
 ...0fa-a7db-7d87a1bbe33b_20260125_123951.json |  16 +
 ...0fa-a7db-7d87a1bbe33b_20260125_125124.json |  16 +
 ...0fa-a7db-7d87a1bbe33b_20260125_163956.json |  16 +
 .../sea_download-1_20260125_124006.json       |  16 +
 .../sea_download-1_20260125_164024.json       |  16 +
 .../sea_download-2_20260125_124015.json       |  16 +
 .../sea_download-2_20260125_164040.json       |  16 +
 .../sea_download-3_20260125_124025.json       |  16 +
 .../scores/sea_download_20260125_124034.json  |  16 +
 .../scores/sea_images-10_20260125_124052.json |  16 +
 .../scores/sea_images-11_20260125_124102.json |  16 +
 .../scores/sea_images-1_20260125_124043.json  |  16 +
 .../scores/sea_images-2_20260125_124111.json  |  16 +
 .../scores/sea_images-3_20260125_124120.json  |  16 +
 ...6amcity.brightspotcdn_20260125_123729.json |  16 +
 ..._over_city_silhouette_20260125_123745.json |  16 +
 ...,_Landers,_California_20260125_123754.json |  16 +
 .../sky_Sunset_2007-1_20260125_123803.json    |  16 +
 ...d4f2e9b63325d06c7624c_20260125_123812.json |  16 +
 ..._Zee_Bridge_at_Sunset_20260125_123821.json |  16 +
 ...golden_hour_clouds_01_20260125_123830.json |  16 +
 .../scores/sky_images-10_20260125_123850.json |  16 +
 .../scores/sky_images-11_20260125_123859.json |  16 +
 .../scores/sky_images-1_20260125_123840.json  |  16 +
 ...et-lake_threejs_prism_20260326_175302.json |  21 +
 ...et-lake_threejs_prism_20260326_182649.json |  21 +
 322 files changed, 32316 insertions(+)
 create mode 100644 benchmark/outputs/Hard_lasergirls_20260125_121907/memory/jobs.json
 create mode 100644 benchmark/outputs/Hard_lasergirls_20260125_121907/screenshots/iter_000.png
 create mode 100644 benchmark/outputs/Hard_lasergirls_20260125_121907/screenshots/iter_001.png
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 create mode 100644 benchmark/outputs/Hard_lasergirls_20260125_121907/screenshots/iter_004.png
 create mode 100644 benchmark/outputs/Hard_lasergirls_20260125_121907/state.json
 create mode 100644 benchmark/outputs/nature_mountain_dramatic_01_20260125_121921/memory/jobs.json
 create mode 100644 benchmark/outputs/nature_mountain_dramatic_01_20260125_121921/screenshots/iter_000.png
 create mode 100644 benchmark/outputs/nature_mountain_dramatic_01_20260125_121921/screenshots/iter_001.png
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 create mode 100644 benchmark/outputs/nature_mountain_dramatic_01_20260125_121921/state.json
 create mode 100644 benchmark/outputs/portrait-multi_distractedboyfriend_20260125_121928/memory/jobs.json
 create mode 100644 benchmark/outputs/portrait-multi_distractedboyfriend_20260125_121928/screenshots/iter_000.png
 create mode 100644 benchmark/outputs/portrait-multi_distractedboyfriend_20260125_121928/screenshots/iter_001.png
 create mode 100644 benchmark/outputs/portrait-multi_distractedboyfriend_20260125_121928/screenshots/iter_002.png
 create mode 100644 benchmark/outputs/portrait-multi_distractedboyfriend_20260125_121928/screenshots/iter_003.png
 create mode 100644 benchmark/outputs/portrait-multi_distractedboyfriend_20260125_121928/screenshots/iter_004.png
 create mode 100644 benchmark/outputs/portrait-multi_distractedboyfriend_20260125_121928/state.json
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/memory/jobs.json
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/screenshots/iter_000.png
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/screenshots/iter_001.png
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/screenshots/iter_002.png
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/screenshots/iter_003.png
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/screenshots/iter_004.png
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/screenshots/iter_005.png
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/screenshots/iter_006.png
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/state.json
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_125124/memory/jobs.json
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_125124/screenshots/iter_000.png
 create mode 100644 benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_125124/screenshots/iter_001.png
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diff --git a/benchmark/outputs/Hard_lasergirls_20260125_121907/memory/jobs.json b/benchmark/outputs/Hard_lasergirls_20260125_121907/memory/jobs.json
new file mode 100644
index 000000000..c13d08786
--- /dev/null
+++ b/benchmark/outputs/Hard_lasergirls_20260125_121907/memory/jobs.json
@@ -0,0 +1,566 @@
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+    "successful_adjustments": [],
+    "failed_adjustments": []
+  }
+]
\ No newline at end of file
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diff --git a/benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/memory/jobs.json b/benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/memory/jobs.json
new file mode 100644
index 000000000..95ade367c
--- /dev/null
+++ b/benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951/memory/jobs.json
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diff --git a/benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_125124/memory/jobs.json b/benchmark/outputs/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_125124/memory/jobs.json
new file mode 100644
index 000000000..b48da54e1
--- /dev/null
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diff --git a/benchmark/outputs/sea_download-1_20260125_124006/memory/jobs.json b/benchmark/outputs/sea_download-1_20260125_124006/memory/jobs.json
new file mode 100644
index 000000000..afd9757ca
--- /dev/null
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diff --git a/benchmark/outputs/sea_download-2_20260125_124015/memory/jobs.json b/benchmark/outputs/sea_download-2_20260125_124015/memory/jobs.json
new file mode 100644
index 000000000..256fce4c0
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diff --git a/benchmark/outputs/sea_download-3_20260125_124025/memory/jobs.json b/benchmark/outputs/sea_download-3_20260125_124025/memory/jobs.json
new file mode 100644
index 000000000..f04beabfd
--- /dev/null
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diff --git a/benchmark/outputs/sea_download_20260125_124034/memory/jobs.json b/benchmark/outputs/sea_download_20260125_124034/memory/jobs.json
new file mode 100644
index 000000000..f58c399a1
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diff --git a/benchmark/outputs/sea_images-10_20260125_124052/memory/jobs.json b/benchmark/outputs/sea_images-10_20260125_124052/memory/jobs.json
new file mode 100644
index 000000000..8e2853bda
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diff --git a/benchmark/outputs/sea_images-11_20260125_124102/memory/jobs.json b/benchmark/outputs/sea_images-11_20260125_124102/memory/jobs.json
new file mode 100644
index 000000000..6ba791373
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diff --git a/benchmark/outputs/sea_images-1_20260125_124043/memory/jobs.json b/benchmark/outputs/sea_images-1_20260125_124043/memory/jobs.json
new file mode 100644
index 000000000..b146fa8f3
--- /dev/null
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diff --git a/benchmark/outputs/sea_images-2_20260125_124111/memory/jobs.json b/benchmark/outputs/sea_images-2_20260125_124111/memory/jobs.json
new file mode 100644
index 000000000..f1c820fb1
--- /dev/null
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diff --git a/benchmark/outputs/sea_images-3_20260125_124120/memory/jobs.json b/benchmark/outputs/sea_images-3_20260125_124120/memory/jobs.json
new file mode 100644
index 000000000..d4a291146
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\ No newline at end of file
diff --git a/benchmark/outputs/sky_6amcity.brightspotcdn_20260125_123729/memory/jobs.json b/benchmark/outputs/sky_6amcity.brightspotcdn_20260125_123729/memory/jobs.json
new file mode 100644
index 000000000..3ea7767d5
--- /dev/null
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diff --git a/benchmark/outputs/sky_Fiery_sunset_clouds_over_city_silhouette_20260125_123745/memory/jobs.json b/benchmark/outputs/sky_Fiery_sunset_clouds_over_city_silhouette_20260125_123745/memory/jobs.json
new file mode 100644
index 000000000..17b57edaa
--- /dev/null
+++ b/benchmark/outputs/sky_Fiery_sunset_clouds_over_city_silhouette_20260125_123745/memory/jobs.json
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diff --git a/benchmark/outputs/sky_Majestic_twilight_in_the_Mojave_desert,_Landers,_California_20260125_123754/memory/jobs.json b/benchmark/outputs/sky_Majestic_twilight_in_the_Mojave_desert,_Landers,_California_20260125_123754/memory/jobs.json
new file mode 100644
index 000000000..a95d7050c
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+    "final_parameters": {
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+      ],
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+          "type": "set_directional_light",
+          "success": true
+        }
+      ]
+    },
+    "successful_adjustments": [],
+    "failed_adjustments": []
+  }
+]
\ No newline at end of file
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+    "final_score": 0.5776712545242288,
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+    "final_parameters": {
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+        "description": "Adjust color",
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+      "commands_sent": [
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+          "type": "set_directional_light",
+          "success": true
+        }
+      ]
+    },
+    "successful_adjustments": [],
+    "failed_adjustments": []
+  }
+]
\ No newline at end of file
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+    "final_score": 0.5400126247671285,
+    "iterations_count": 7,
+    "final_parameters": {
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+        "description": "Adjust color",
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+        }
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+        }
+      ],
+      "commands_sent": [
+        {
+          "type": "set_directional_light",
+          "success": true
+        }
+      ]
+    },
+    "successful_adjustments": [],
+    "failed_adjustments": []
+  }
+]
\ No newline at end of file
diff --git a/benchmark/outputs/sky_TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c_20260125_123812/screenshots/iter_000.png b/benchmark/outputs/sky_TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c_20260125_123812/screenshots/iter_000.png
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+            "type": "set_directional_light",
+            "success": true
+          }
+        ]
+      },
+      "screenshot_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sky_TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c_20260125_123812/screenshots/iter_006.png",
+      "duration_ms": 0,
+      "error": null
+    }
+  ],
+  "errors": [],
+  "max_time_seconds": 3600,
+  "elapsed_seconds": 8.28701376914978
+}
\ No newline at end of file
diff --git a/benchmark/outputs/sky_Tappan_Zee_Bridge_at_Sunset_20260125_123821/memory/jobs.json b/benchmark/outputs/sky_Tappan_Zee_Bridge_at_Sunset_20260125_123821/memory/jobs.json
new file mode 100644
index 000000000..1a92c4b87
--- /dev/null
+++ b/benchmark/outputs/sky_Tappan_Zee_Bridge_at_Sunset_20260125_123821/memory/jobs.json
@@ -0,0 +1,566 @@
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+}
\ No newline at end of file
diff --git a/benchmark/outputs/sky_golden_hour_clouds_01_20260125_123830/memory/jobs.json b/benchmark/outputs/sky_golden_hour_clouds_01_20260125_123830/memory/jobs.json
new file mode 100644
index 000000000..5d7d549ac
--- /dev/null
+++ b/benchmark/outputs/sky_golden_hour_clouds_01_20260125_123830/memory/jobs.json
@@ -0,0 +1,560 @@
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+}
\ No newline at end of file
diff --git a/benchmark/outputs/sky_images-10_20260125_123850/memory/jobs.json b/benchmark/outputs/sky_images-10_20260125_123850/memory/jobs.json
new file mode 100644
index 000000000..ade514473
--- /dev/null
+++ b/benchmark/outputs/sky_images-10_20260125_123850/memory/jobs.json
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+}
\ No newline at end of file
diff --git a/benchmark/outputs/sky_images-11_20260125_123859/memory/jobs.json b/benchmark/outputs/sky_images-11_20260125_123859/memory/jobs.json
new file mode 100644
index 000000000..50d6d34f0
--- /dev/null
+++ b/benchmark/outputs/sky_images-11_20260125_123859/memory/jobs.json
@@ -0,0 +1,560 @@
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+}
\ No newline at end of file
diff --git a/benchmark/outputs/sky_images-1_20260125_123840/memory/jobs.json b/benchmark/outputs/sky_images-1_20260125_123840/memory/jobs.json
new file mode 100644
index 000000000..a7e7a128f
--- /dev/null
+++ b/benchmark/outputs/sky_images-1_20260125_123840/memory/jobs.json
@@ -0,0 +1,560 @@
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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--- /dev/null
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+size 420286
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new file mode 100644
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diff --git a/benchmark/outputs/sunset_oswego_v8.png b/benchmark/outputs/sunset_oswego_v8.png
new file mode 100644
index 000000000..22c031006
--- /dev/null
+++ b/benchmark/outputs/sunset_oswego_v8.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:acfc429d15d2cde12974c0834c44ab90362d9a426698e87fc73221bfc91f0149
+size 593537
diff --git a/benchmark/outputs/sunset_oswego_v9.png b/benchmark/outputs/sunset_oswego_v9.png
new file mode 100644
index 000000000..90538e7d6
--- /dev/null
+++ b/benchmark/outputs/sunset_oswego_v9.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f59cb42f3bfdc894465e7743e06d42f280e08e7973e0db44e21fccea3e10ca86
+size 768564
diff --git a/benchmark/references/Hard/lasergirls/metadata.md b/benchmark/references/Hard/lasergirls/metadata.md
index 279f98a8e..56c8ea670 100644
--- a/benchmark/references/Hard/lasergirls/metadata.md
+++ b/benchmark/references/Hard/lasergirls/metadata.md
@@ -40,3 +40,11 @@ python -m brain \
 - Neon colour glow on faces and clothing
 - Hexagonal pattern visible in background
 - Dark overall exposure with bright LED highlights
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Personal photo, event lighting
diff --git a/benchmark/references/food/spaghetti/metadata.md b/benchmark/references/food/spaghetti/metadata.md
index 0c2cf1672..aa4ce9d15 100644
--- a/benchmark/references/food/spaghetti/metadata.md
+++ b/benchmark/references/food/spaghetti/metadata.md
@@ -35,3 +35,11 @@ python -m brain \
 - See `cooking-demo.md` in memory for carbonara scene setup lessons
 - Physics commands available for food interaction
 - Tripo/Meshy can generate custom food meshes
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Internal food photography production
diff --git a/benchmark/references/nature/mountain/metadata.md b/benchmark/references/nature/mountain/metadata.md
index ee75c3e89..fd096c16e 100644
--- a/benchmark/references/nature/mountain/metadata.md
+++ b/benchmark/references/nature/mountain/metadata.md
@@ -33,3 +33,11 @@ python -m brain \
 - Wide valley between mountain ranges
 - Blue sky with white clouds
 - Strong sense of depth and scale
+
+
+## Licensing
+- **Category**: unknown
+- **License**: UNKNOWN — needs provenance audit
+- **Attribution**: Unknown
+- **Attribution Required**: Unknown
+- **Notes**: Source not documented. Must identify origin or replace.
diff --git a/benchmark/references/parks/central-park/metadata.md b/benchmark/references/parks/central-park/metadata.md
index 73bd4e365..bf79c3c7d 100644
--- a/benchmark/references/parks/central-park/metadata.md
+++ b/benchmark/references/parks/central-park/metadata.md
@@ -43,3 +43,11 @@ python -m brain \
 {"type": "spawn_cesium_world", "latitude": 40.7829, "longitude": -73.9654}
 {"type": "set_camera_geo", "latitude": 40.7736, "longitude": -73.9712, "height": 5, "yaw": 30}
 ```
+
+
+## Licensing
+- **Category**: placeholder
+- **License**: N/A — no image yet
+- **Attribution**: N/A
+- **Attribution Required**: N/A
+- **Notes**: Archetype defined, reference image not yet captured.
diff --git a/benchmark/references/portrait/alysson/metadata.md b/benchmark/references/portrait/alysson/metadata.md
index 8dc7a394e..d26c45faa 100644
--- a/benchmark/references/portrait/alysson/metadata.md
+++ b/benchmark/references/portrait/alysson/metadata.md
@@ -31,3 +31,11 @@ python -m brain \
 - Natural skin tones under fluorescent lighting
 - Lab background with appropriate clutter
 - Relaxed, natural pose
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Internal lab portrait
diff --git a/benchmark/references/portrait/dbrin-xian/metadata.md b/benchmark/references/portrait/dbrin-xian/metadata.md
index 2d0c3bf9b..eb4d4f1be 100644
--- a/benchmark/references/portrait/dbrin-xian/metadata.md
+++ b/benchmark/references/portrait/dbrin-xian/metadata.md
@@ -31,3 +31,11 @@ python -m brain \
 - Warm natural skin tones
 - Blurred museum/archaeological background
 - Casual outdoor-travel portrait feel
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Personal photo, Xi'an museum
diff --git a/benchmark/references/portrait/distracted-boyfriend/metadata.md b/benchmark/references/portrait/distracted-boyfriend/metadata.md
index 82ae098e9..9c0ba6a62 100644
--- a/benchmark/references/portrait/distracted-boyfriend/metadata.md
+++ b/benchmark/references/portrait/distracted-boyfriend/metadata.md
@@ -40,3 +40,11 @@ python -m brain \
 - Appropriate clothing colours (red, plaid, blue)
 - Shallow depth of field effect
 - European street background
+
+
+## Licensing
+- **Category**: needs-license
+- **License**: NEEDS LICENSE — Antonio Guillem / iStock
+- **Attribution**: Antonio Guillem
+- **Attribution Required**: Yes
+- **Notes**: Original: iStock/Getty. Must license or replace for any use beyond internal testing.
diff --git a/benchmark/references/portrait/jamest-seated/metadata.md b/benchmark/references/portrait/jamest-seated/metadata.md
index 7709a2394..a9a3c6b69 100644
--- a/benchmark/references/portrait/jamest-seated/metadata.md
+++ b/benchmark/references/portrait/jamest-seated/metadata.md
@@ -31,3 +31,11 @@ python -m brain \
 - Warm, golden lighting throughout
 - Shallow depth of field with soft background
 - Professional portrait feel
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Internal studio portrait
diff --git a/benchmark/references/portrait/jamest-standing/metadata.md b/benchmark/references/portrait/jamest-standing/metadata.md
index ba9847ff0..32e9c69f7 100644
--- a/benchmark/references/portrait/jamest-standing/metadata.md
+++ b/benchmark/references/portrait/jamest-standing/metadata.md
@@ -31,3 +31,11 @@ python -m brain \
 - Warm interior lighting
 - Elegant architectural background
 - Professional portrait composition
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Internal studio portrait
diff --git a/benchmark/references/portrait/joi-close/metadata.md b/benchmark/references/portrait/joi-close/metadata.md
index 2cd8ae58c..0f12f3b7f 100644
--- a/benchmark/references/portrait/joi-close/metadata.md
+++ b/benchmark/references/portrait/joi-close/metadata.md
@@ -31,3 +31,11 @@ python -m brain \
 - Holographic scan line effect
 - Deep purple/magenta colour palette
 - Cinematic shallow depth of field
+
+
+## Licensing
+- **Category**: fair-use
+- **License**: Fair use (internal benchmarking only)
+- **Attribution**: Warner Bros / Blade Runner 2049
+- **Attribution Required**: N/A
+- **Notes**: Movie still. NOT for distribution or public display.
diff --git a/benchmark/references/portrait/joi-wide/metadata.md b/benchmark/references/portrait/joi-wide/metadata.md
index 56654a9f2..765e7844f 100644
--- a/benchmark/references/portrait/joi-wide/metadata.md
+++ b/benchmark/references/portrait/joi-wide/metadata.md
@@ -32,3 +32,11 @@ python -m brain \
 - Small human silhouette on right for scale
 - Dense pink/purple atmospheric haze
 - Cinematic wide composition with extreme scale contrast
+
+
+## Licensing
+- **Category**: fair-use
+- **License**: Fair use (internal benchmarking only)
+- **Attribution**: Warner Bros / Blade Runner 2049
+- **Attribution Required**: N/A
+- **Notes**: Movie still. NOT for distribution or public display.
diff --git a/benchmark/references/portrait/portrait-2007/metadata.md b/benchmark/references/portrait/portrait-2007/metadata.md
index a6720937c..4fcf2e0ce 100644
--- a/benchmark/references/portrait/portrait-2007/metadata.md
+++ b/benchmark/references/portrait/portrait-2007/metadata.md
@@ -32,3 +32,11 @@ python -m brain \
 - Dramatic side lighting, theatrical feel
 - Object held up and illuminated
 - High contrast, near-silhouette with skin highlights
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Personal archive, 2007
diff --git a/benchmark/references/sea/ocean-horizon/metadata.md b/benchmark/references/sea/ocean-horizon/metadata.md
index 77f3fae4c..e58ff2620 100644
--- a/benchmark/references/sea/ocean-horizon/metadata.md
+++ b/benchmark/references/sea/ocean-horizon/metadata.md
@@ -31,3 +31,11 @@ python -m brain \
 - Turquoise water with white wave foam
 - Sandy beach visible at frame edge
 - Clear water colour gradient from shallow to deep
+
+
+## Licensing
+- **Category**: unknown
+- **License**: UNKNOWN — needs provenance audit
+- **Attribution**: Unknown
+- **Attribution Required**: Unknown
+- **Notes**: Source not documented. Must identify origin or replace.
diff --git a/benchmark/references/sea/sunset-oswego/metadata.md b/benchmark/references/sea/sunset-oswego/metadata.md
index 54ad80e96..0afdf3a6e 100644
--- a/benchmark/references/sea/sunset-oswego/metadata.md
+++ b/benchmark/references/sea/sunset-oswego/metadata.md
@@ -47,3 +47,11 @@ python -m brain \
 - Sky gradient from warm orange to blue
 - Calm water surface with subtle ripple
 - Clean horizon line
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Personal photo, Nikon D5100, Oct 2016
diff --git a/benchmark/references/sea/sunset-oswego/reference.mask.png b/benchmark/references/sea/sunset-oswego/reference.mask.png
new file mode 100644
index 000000000..fb717fac8
--- /dev/null
+++ b/benchmark/references/sea/sunset-oswego/reference.mask.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8726a354a8fb7e57469c57daaaf9f91841a152e0d2360ea53418600f5821f501
+size 16282
diff --git a/benchmark/references/sky/city-sunrise/metadata.md b/benchmark/references/sky/city-sunrise/metadata.md
index 6d6d3b37a..3c1d15545 100644
--- a/benchmark/references/sky/city-sunrise/metadata.md
+++ b/benchmark/references/sky/city-sunrise/metadata.md
@@ -22,3 +22,11 @@ python -m brain \
     --domain SKY \
     --llm claude-code
 ```
+
+
+## Licensing
+- **Category**: unknown
+- **License**: UNKNOWN — needs provenance audit
+- **Attribution**: Unknown
+- **Attribution Required**: Unknown
+- **Notes**: Source not documented. Must identify origin or replace.
diff --git a/benchmark/references/sky/fiery-silhouette/metadata.md b/benchmark/references/sky/fiery-silhouette/metadata.md
index d25d613c0..4abb043d0 100644
--- a/benchmark/references/sky/fiery-silhouette/metadata.md
+++ b/benchmark/references/sky/fiery-silhouette/metadata.md
@@ -21,3 +21,11 @@ python -m brain \
     --domain SKY \
     --llm claude-code
 ```
+
+
+## Licensing
+- **Category**: unknown
+- **License**: UNKNOWN — needs provenance audit
+- **Attribution**: Unknown
+- **Attribution Required**: Unknown
+- **Notes**: Source not documented. Must identify origin or replace.
diff --git a/benchmark/references/sky/golden-hour-clouds/metadata.md b/benchmark/references/sky/golden-hour-clouds/metadata.md
index d6f63a3f9..f8c49d6b1 100644
--- a/benchmark/references/sky/golden-hour-clouds/metadata.md
+++ b/benchmark/references/sky/golden-hour-clouds/metadata.md
@@ -21,3 +21,11 @@ python -m brain \
     --domain SKY \
     --llm claude-code
 ```
+
+
+## Licensing
+- **Category**: unknown
+- **License**: UNKNOWN — needs provenance audit
+- **Attribution**: Unknown
+- **Attribution Required**: Unknown
+- **Notes**: Source not documented. Must identify origin or replace.
diff --git a/benchmark/references/sky/mojave-twilight/metadata.md b/benchmark/references/sky/mojave-twilight/metadata.md
index 3456d2dd9..bb56b9b1d 100644
--- a/benchmark/references/sky/mojave-twilight/metadata.md
+++ b/benchmark/references/sky/mojave-twilight/metadata.md
@@ -22,3 +22,11 @@ python -m brain \
     --domain SKY \
     --llm claude-code
 ```
+
+
+## Licensing
+- **Category**: unknown
+- **License**: UNKNOWN — needs provenance audit
+- **Attribution**: Unknown
+- **Attribution Required**: Unknown
+- **Notes**: Source not documented. Must identify origin or replace.
diff --git a/benchmark/references/sky/san-diego-sunset/metadata.md b/benchmark/references/sky/san-diego-sunset/metadata.md
index ba843943f..d8a06c2d5 100644
--- a/benchmark/references/sky/san-diego-sunset/metadata.md
+++ b/benchmark/references/sky/san-diego-sunset/metadata.md
@@ -21,3 +21,11 @@ python -m brain \
     --domain SKY \
     --llm claude-code
 ```
+
+
+## Licensing
+- **Category**: unknown
+- **License**: UNKNOWN — needs provenance audit
+- **Attribution**: Unknown
+- **Attribution Required**: Unknown
+- **Notes**: Source not documented. Must identify origin or replace.
diff --git a/benchmark/references/sky/sunset-2007/metadata.md b/benchmark/references/sky/sunset-2007/metadata.md
index 0486ef2cb..fc9bdd0c1 100644
--- a/benchmark/references/sky/sunset-2007/metadata.md
+++ b/benchmark/references/sky/sunset-2007/metadata.md
@@ -21,3 +21,11 @@ python -m brain \
     --domain SKY \
     --llm claude-code
 ```
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Personal archive, 2007
diff --git a/benchmark/references/sky/sunset-dramatic/metadata.md b/benchmark/references/sky/sunset-dramatic/metadata.md
index 81d81c2e7..02636829f 100644
--- a/benchmark/references/sky/sunset-dramatic/metadata.md
+++ b/benchmark/references/sky/sunset-dramatic/metadata.md
@@ -20,3 +20,11 @@ python -m brain \
     --domain SKY \
     --llm claude-code
 ```
+
+
+## Licensing
+- **Category**: unknown
+- **License**: UNKNOWN — needs provenance audit
+- **Attribution**: Unknown
+- **Attribution Required**: Unknown
+- **Notes**: Source not documented. Must identify origin or replace.
diff --git a/benchmark/references/sky/tappan-zee-sunset/metadata.md b/benchmark/references/sky/tappan-zee-sunset/metadata.md
index 6b2844e94..1d43c630f 100644
--- a/benchmark/references/sky/tappan-zee-sunset/metadata.md
+++ b/benchmark/references/sky/tappan-zee-sunset/metadata.md
@@ -22,3 +22,11 @@ python -m brain \
     --domain SKY \
     --llm claude-code
 ```
+
+
+## Licensing
+- **Category**: own-work
+- **License**: CC BY-NC 4.0
+- **Attribution**: James Tagg
+- **Attribution Required**: No
+- **Notes**: Personal photo, Hudson River
diff --git a/benchmark/references/urban/blade-runner/metadata.md b/benchmark/references/urban/blade-runner/metadata.md
index fa26486b2..07826194d 100644
--- a/benchmark/references/urban/blade-runner/metadata.md
+++ b/benchmark/references/urban/blade-runner/metadata.md
@@ -33,3 +33,11 @@ python -m brain \
 - Strong colour contrast: neon warm vs cool shadows
 - Atmospheric haze/volumetric fog
 - Cinematic noir lighting
+
+
+## Licensing
+- **Category**: fair-use
+- **License**: Fair use (internal benchmarking only)
+- **Attribution**: Cinematic reference
+- **Attribution Required**: N/A
+- **Notes**: Visual reference. NOT for distribution or public display.
diff --git a/benchmark/references/urban/paris-eiffel/metadata.md b/benchmark/references/urban/paris-eiffel/metadata.md
index c4a38bb61..f8f08cff1 100644
--- a/benchmark/references/urban/paris-eiffel/metadata.md
+++ b/benchmark/references/urban/paris-eiffel/metadata.md
@@ -63,3 +63,11 @@ python -m brain \
 - Golden hour colour temperature (~3000-3500K direct, ~7000K fill)
 - Atmospheric perspective on distant elements
 - Overall mood matches: serene, warm, golden Paris evening
+
+
+## Licensing
+- **Category**: flickr
+- **License**: VERIFY — check original Flickr post
+- **Attribution**: Unknown Flickr user
+- **Attribution Required**: Yes
+- **Notes**: Source: Flickr, Sony A7 III. Must verify license on original post.
diff --git a/benchmark/references/weather/fog/metadata.md b/benchmark/references/weather/fog/metadata.md
index 698747eb4..2c2d64067 100644
--- a/benchmark/references/weather/fog/metadata.md
+++ b/benchmark/references/weather/fog/metadata.md
@@ -31,3 +31,11 @@ python -m brain \
 - Deep teal water colour
 - White foam swirls and spray
 - Close-up perspective with no horizon line
+
+
+## Licensing
+- **Category**: unknown
+- **License**: UNKNOWN — needs provenance audit
+- **Attribution**: Unknown
+- **Attribution Required**: Unknown
+- **Notes**: Source not documented. Must identify origin or replace.
diff --git a/benchmark/scores/Hard_lasergirls_20260125_121907.json b/benchmark/scores/Hard_lasergirls_20260125_121907.json
new file mode 100644
index 000000000..353e6e6b5
--- /dev/null
+++ b/benchmark/scores/Hard_lasergirls_20260125_121907.json
@@ -0,0 +1,16 @@
+{
+  "run_id": "Hard_lasergirls_20260125_121907",
+  "category": "Hard",
+  "image_name": "lasergirls",
+  "image_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/references/Hard/lasergirls.jpeg",
+  "status": "max_iterations",
+  "converged": false,
+  "stagnated": false,
+  "final_score": 0.5735383052308627,
+  "best_score": 0.5735383052308627,
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index 000000000..26361a3ce
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index 000000000..1501e9617
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diff --git a/benchmark/scores/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951.json b/benchmark/scores/sea_4a8520b2-895c-40fa-a7db-7d87a1bbe33b_20260125_123951.json
new file mode 100644
index 000000000..0cc8f1ad4
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 000000000..055b80706
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new file mode 100644
index 000000000..fbfcc0fe7
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diff --git a/benchmark/scores/sea_download-2_20260125_124015.json b/benchmark/scores/sea_download-2_20260125_124015.json
new file mode 100644
index 000000000..6353508cd
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+{
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new file mode 100644
index 000000000..cc12cd96a
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+{
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new file mode 100644
index 000000000..2e3f9fe7c
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+{
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new file mode 100644
index 000000000..d35c8d26a
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diff --git a/benchmark/scores/sea_images-10_20260125_124052.json b/benchmark/scores/sea_images-10_20260125_124052.json
new file mode 100644
index 000000000..77ceec116
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+{
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new file mode 100644
index 000000000..0c100a71b
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new file mode 100644
index 000000000..822101f9f
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diff --git a/benchmark/scores/sea_images-2_20260125_124111.json b/benchmark/scores/sea_images-2_20260125_124111.json
new file mode 100644
index 000000000..4caa2a6af
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+{
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\ No newline at end of file
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new file mode 100644
index 000000000..e54c5e369
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+++ b/benchmark/scores/sea_images-3_20260125_124120.json
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\ No newline at end of file
diff --git a/benchmark/scores/sky_6amcity.brightspotcdn_20260125_123729.json b/benchmark/scores/sky_6amcity.brightspotcdn_20260125_123729.json
new file mode 100644
index 000000000..c5e8c8c72
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@@ -0,0 +1,16 @@
+{
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\ No newline at end of file
diff --git a/benchmark/scores/sky_Fiery_sunset_clouds_over_city_silhouette_20260125_123745.json b/benchmark/scores/sky_Fiery_sunset_clouds_over_city_silhouette_20260125_123745.json
new file mode 100644
index 000000000..c64cde380
--- /dev/null
+++ b/benchmark/scores/sky_Fiery_sunset_clouds_over_city_silhouette_20260125_123745.json
@@ -0,0 +1,16 @@
+{
+  "run_id": "sky_Fiery_sunset_clouds_over_city_silhouette_20260125_123745",
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+  "timestamp": "2026-01-25T12:37:53.260286",
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+}
\ No newline at end of file
diff --git a/benchmark/scores/sky_Majestic_twilight_in_the_Mojave_desert,_Landers,_California_20260125_123754.json b/benchmark/scores/sky_Majestic_twilight_in_the_Mojave_desert,_Landers,_California_20260125_123754.json
new file mode 100644
index 000000000..209f6fb4b
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+++ b/benchmark/scores/sky_Majestic_twilight_in_the_Mojave_desert,_Landers,_California_20260125_123754.json
@@ -0,0 +1,16 @@
+{
+  "run_id": "sky_Majestic_twilight_in_the_Mojave_desert,_Landers,_California_20260125_123754",
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+}
\ No newline at end of file
diff --git a/benchmark/scores/sky_Sunset_2007-1_20260125_123803.json b/benchmark/scores/sky_Sunset_2007-1_20260125_123803.json
new file mode 100644
index 000000000..d438dce97
--- /dev/null
+++ b/benchmark/scores/sky_Sunset_2007-1_20260125_123803.json
@@ -0,0 +1,16 @@
+{
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+}
\ No newline at end of file
diff --git a/benchmark/scores/sky_TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c_20260125_123812.json b/benchmark/scores/sky_TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c_20260125_123812.json
new file mode 100644
index 000000000..ac4bbeddd
--- /dev/null
+++ b/benchmark/scores/sky_TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c_20260125_123812.json
@@ -0,0 +1,16 @@
+{
+  "run_id": "sky_TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c_20260125_123812",
+  "category": "sky",
+  "image_name": "TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c",
+  "image_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/references/sky/TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c.webp",
+  "status": "stagnated",
+  "converged": false,
+  "stagnated": true,
+  "final_score": 0.5400126247671285,
+  "best_score": 0.5400126247671285,
+  "iterations": 7,
+  "elapsed_seconds": 8.293891906738281,
+  "output_dir": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sky_TAL-sunset-san-diego-SDSUNSET0625-5df7043f225d4f2e9b63325d06c7624c_20260125_123812",
+  "timestamp": "2026-01-25T12:38:20.319232",
+  "last_improvement": 0.0
+}
\ No newline at end of file
diff --git a/benchmark/scores/sky_Tappan_Zee_Bridge_at_Sunset_20260125_123821.json b/benchmark/scores/sky_Tappan_Zee_Bridge_at_Sunset_20260125_123821.json
new file mode 100644
index 000000000..0a9e1b84c
--- /dev/null
+++ b/benchmark/scores/sky_Tappan_Zee_Bridge_at_Sunset_20260125_123821.json
@@ -0,0 +1,16 @@
+{
+  "run_id": "sky_Tappan_Zee_Bridge_at_Sunset_20260125_123821",
+  "category": "sky",
+  "image_name": "Tappan_Zee_Bridge_at_Sunset",
+  "image_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/references/sky/Tappan_Zee_Bridge_at_Sunset.jpg",
+  "status": "stagnated",
+  "converged": false,
+  "stagnated": true,
+  "final_score": 0.5522586405784937,
+  "best_score": 0.5522586405784937,
+  "iterations": 7,
+  "elapsed_seconds": 8.63386082649231,
+  "output_dir": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sky_Tappan_Zee_Bridge_at_Sunset_20260125_123821",
+  "timestamp": "2026-01-25T12:38:29.958563",
+  "last_improvement": 0.0
+}
\ No newline at end of file
diff --git a/benchmark/scores/sky_golden_hour_clouds_01_20260125_123830.json b/benchmark/scores/sky_golden_hour_clouds_01_20260125_123830.json
new file mode 100644
index 000000000..16a24ff24
--- /dev/null
+++ b/benchmark/scores/sky_golden_hour_clouds_01_20260125_123830.json
@@ -0,0 +1,16 @@
+{
+  "run_id": "sky_golden_hour_clouds_01_20260125_123830",
+  "category": "sky",
+  "image_name": "golden_hour_clouds_01",
+  "image_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/references/sky/golden_hour_clouds_01.jpg",
+  "status": "stagnated",
+  "converged": false,
+  "stagnated": true,
+  "final_score": 0.6389174072156114,
+  "best_score": 0.6389174072156114,
+  "iterations": 7,
+  "elapsed_seconds": 9.021755933761597,
+  "output_dir": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sky_golden_hour_clouds_01_20260125_123830",
+  "timestamp": "2026-01-25T12:38:39.982565",
+  "last_improvement": 0.0
+}
\ No newline at end of file
diff --git a/benchmark/scores/sky_images-10_20260125_123850.json b/benchmark/scores/sky_images-10_20260125_123850.json
new file mode 100644
index 000000000..a50132cb7
--- /dev/null
+++ b/benchmark/scores/sky_images-10_20260125_123850.json
@@ -0,0 +1,16 @@
+{
+  "run_id": "sky_images-10_20260125_123850",
+  "category": "sky",
+  "image_name": "images-10",
+  "image_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/references/sky/images-10.jpg",
+  "status": "stagnated",
+  "converged": false,
+  "stagnated": true,
+  "final_score": 0.5635788092248848,
+  "best_score": 0.5635788092248848,
+  "iterations": 7,
+  "elapsed_seconds": 8.136217832565308,
+  "output_dir": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sky_images-10_20260125_123850",
+  "timestamp": "2026-01-25T12:38:58.717153",
+  "last_improvement": 0.0
+}
\ No newline at end of file
diff --git a/benchmark/scores/sky_images-11_20260125_123859.json b/benchmark/scores/sky_images-11_20260125_123859.json
new file mode 100644
index 000000000..1c65a3c1a
--- /dev/null
+++ b/benchmark/scores/sky_images-11_20260125_123859.json
@@ -0,0 +1,16 @@
+{
+  "run_id": "sky_images-11_20260125_123859",
+  "category": "sky",
+  "image_name": "images-11",
+  "image_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/references/sky/images-11.jpg",
+  "status": "stagnated",
+  "converged": false,
+  "stagnated": true,
+  "final_score": 0.6373145636308235,
+  "best_score": 0.6373145636308235,
+  "iterations": 7,
+  "elapsed_seconds": 7.609311103820801,
+  "output_dir": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sky_images-11_20260125_123859",
+  "timestamp": "2026-01-25T12:39:07.331547",
+  "last_improvement": 0.0
+}
\ No newline at end of file
diff --git a/benchmark/scores/sky_images-1_20260125_123840.json b/benchmark/scores/sky_images-1_20260125_123840.json
new file mode 100644
index 000000000..22814636c
--- /dev/null
+++ b/benchmark/scores/sky_images-1_20260125_123840.json
@@ -0,0 +1,16 @@
+{
+  "run_id": "sky_images-1_20260125_123840",
+  "category": "sky",
+  "image_name": "images-1",
+  "image_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/references/sky/images-1.jpg",
+  "status": "stagnated",
+  "converged": false,
+  "stagnated": true,
+  "final_score": 0.6026932712811404,
+  "best_score": 0.6026932712811404,
+  "iterations": 7,
+  "elapsed_seconds": 8.592351913452148,
+  "output_dir": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sky_images-1_20260125_123840",
+  "timestamp": "2026-01-25T12:38:49.577340",
+  "last_improvement": 0.0
+}
\ No newline at end of file
diff --git a/benchmark/scores/sunset-lake_threejs_prism_20260326_175302.json b/benchmark/scores/sunset-lake_threejs_prism_20260326_175302.json
new file mode 100644
index 000000000..2aa167bd9
--- /dev/null
+++ b/benchmark/scores/sunset-lake_threejs_prism_20260326_175302.json
@@ -0,0 +1,21 @@
+{
+  "run_id": "sunset-lake_threejs_prism_20260326_175302",
+  "archetype_id": "sunset-lake",
+  "category": "sky",
+  "image_name": "reference",
+  "image_path": "/Users/jamestagg/Documents/GitHub/ralpha-ue5/benchmark/references/sea/sunset-oswego/reference.jpg",
+  "engine": "threejs",
+  "render_stack": "prism",
+  "variant_key": "threejs_prism",
+  "supported_render_stack": true,
+  "status": "stagnated",
+  "converged": false,
+  "stagnated": true,
+  "final_score": 0.5,
+  "best_score": 0.5,
+  "iterations": 6,
+  "output_dir": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sunset-lake_threejs_prism_20260326_175302",
+  "best_image_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sunset-lake_threejs_prism_20260326_175302/screenshots/iter_001.png",
+  "timestamp": "2026-03-26T18:00:18.095257",
+  "objective": "Match the \"Sunset Over Lake (Oswego)\" archetype as closely as possible.\nDescription: Lake Ontario sunset from Oswego, NY. Sun touching calm lake water, warm gradient. Nikon D5100, 40mm, Oct 5 2016 18:36.\nPass criteria: Sun position, atmosphere scattering, calm water reflections, exposure at low sun\nEngine target: threejs\nRender stack: prism\nUse the PRISM render stack where the runtime supports it.\nPrioritize the reference image over inventing new scene elements."
+}
\ No newline at end of file
diff --git a/benchmark/scores/sunset-lake_threejs_prism_20260326_182649.json b/benchmark/scores/sunset-lake_threejs_prism_20260326_182649.json
new file mode 100644
index 000000000..08fa05cd4
--- /dev/null
+++ b/benchmark/scores/sunset-lake_threejs_prism_20260326_182649.json
@@ -0,0 +1,21 @@
+{
+  "run_id": "sunset-lake_threejs_prism_20260326_182649",
+  "archetype_id": "sunset-lake",
+  "category": "sky",
+  "image_name": "reference",
+  "image_path": "/Users/jamestagg/Documents/GitHub/ralpha-ue5/benchmark/references/sea/sunset-oswego/reference.jpg",
+  "engine": "threejs",
+  "render_stack": "prism",
+  "variant_key": "threejs_prism",
+  "supported_render_stack": true,
+  "status": "stagnated",
+  "converged": false,
+  "stagnated": true,
+  "final_score": 0.5,
+  "best_score": 0.5,
+  "iterations": 4,
+  "output_dir": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sunset-lake_threejs_prism_20260326_182649",
+  "best_image_path": "/Users/jamestagg/Documents/GitHub/ralpha/benchmark/outputs/sunset-lake_threejs_prism_20260326_182649/screenshots/iter_002.png",
+  "timestamp": "2026-03-26T18:32:51.119624",
+  "objective": "Match the \"Sunset Over Lake (Oswego)\" archetype as closely as possible.\nDescription: Lake Ontario sunset from Oswego, NY. Sun touching calm lake water, warm gradient. Nikon D5100, 40mm, Oct 5 2016 18:36.\nPass criteria: Sun position, atmosphere scattering, calm water reflections, exposure at low sun\nEngine target: threejs\nRender stack: prism\nUse the PRISM render stack where the runtime supports it.\nPrioritize the reference image over inventing new scene elements."
+}
\ No newline at end of file