![W1-before-overview.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/1ca0fd5880af6aef/W1-before-overview.png)
![W1-after-overview.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/4c6d08bbc2d4286b/W1-after-overview.png)
![W1-overview-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/495ab365a8da1815/W1-overview-diff0.png)
![W1-overview-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/48297162a3d3294c/W1-overview-diff16.png)
![W3-wide-before-detail.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/ac951bee55387b03/W3-wide-before-detail.png)
![W3-wide-after-detail.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/f2d413704169a65d/W3-wide-after-detail.png)
![W3-wide-detail-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/6d4ea783941625ef/W3-wide-detail-diff0.png)
![W3-wide-detail-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/bfae8116a687cd16/W3-wide-detail-diff16.png)
![W4-before-quality.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/b238ee18e1368e39/W4-before-quality.png)
![W4-after-quality.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/3a60106c2fc47d25/W4-after-quality.png)
![W4-quality-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/bbd7a9d2bc08f238/W4-quality-diff0.png)
![W4-quality-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/d10b2473155d785c/W4-quality-diff16.png)
![W4-before-chart.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/a54eb33c9fd6df9f/W4-before-chart.png)
![W4-after-chart.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/378fd7dd0d88e6b9/W4-after-chart.png)
![W4-chart-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/77bc623f57ede1df/W4-chart-diff0.png)
![W4-chart-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/13423bc58857616f/W4-chart-diff16.png)
![W4-before-segment.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/d8bc28b646879b7c/W4-before-segment.png)
![W4-after-segment.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/22879ce012e978c8/W4-after-segment.png)
![W4-segment-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/6ac1a76a35190383/W4-segment-diff0.png)
![W4-segment-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/3ffaf636a6114f15/W4-segment-diff16.png)
![W4-before-tokens.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/e95b9c4e10c16b04/W4-before-tokens.png)
![W4-after-tokens.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/14e6627af0bb229d/W4-after-tokens.png)
![W4-tokens-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/b23f7b6a5af01b59/W4-tokens-diff0.png)
![W4-tokens-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/2d13d44209d6d5f4/W4-tokens-diff16.png)
![W4-before-day.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/61bf731c75866786/W4-before-day.png)
![W4-after-day.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/b98858bc1b370425/W4-after-day.png)
![W4-day-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/3ea87b182cbd3216/W4-day-diff0.png)
![W4-day-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/f18357c7fdeda4a0/W4-day-diff16.png)
![W4-before-hour.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/8665fce9615ca9cf/W4-before-hour.png)
![W4-after-hour.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/2704d86983f49b80/W4-after-hour.png)
![W4-hour-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/8edad415c6db17ae/W4-hour-diff0.png)
![W4-hour-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/aebbdb4f3842d8fd/W4-hour-diff16.png)
![W2-before-overview.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/6d7a591ae14158ff/W2-before-overview.png)
![W2-after-overview.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/f358a04f7d6443a2/W2-after-overview.png)
![W2-overview-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/4312509e2fbac907/W2-overview-diff0.png)
![W2-overview-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/ffc1279f1a949621/W2-overview-diff16.png)
![W2-before-breakdown.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/2aebdecb48f8b0df/W2-before-breakdown.png)
![W2-after-breakdown.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/5148869ce97aa426/W2-after-breakdown.png)
![W2-breakdown-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/901eedde0a1034f7/W2-breakdown-diff0.png)
![W2-breakdown-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/c6f403ed24bdf2f7/W2-breakdown-diff16.png)
![W2-before-tokens.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/d65f7c9db400eac3/W2-before-tokens.png)
![W2-after-tokens.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/36715c5c597dabf4/W2-after-tokens.png)
![W2-tokens-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/993d5cfd1782b043/W2-tokens-diff0.png)
![W2-tokens-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/8c448c609af8d6ce/W2-tokens-diff16.png)
![W2-before-24h.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/338e3955ce622ec2/W2-before-24h.png)
![W2-after-24h.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/42ff14468b81ce0d/W2-after-24h.png)
![W2-24h-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/042d801bd625c3f6/W2-24h-diff0.png)
![W2-24h-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/060f92e12a1ad932/W2-24h-diff16.png)
![W3-compact-before-detail.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/08980b12274a6fc4/W3-compact-before-detail.png)
![W3-compact-after-detail.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/2b8f66e88420b5d5/W3-compact-after-detail.png)
![W3-compact-detail-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/163a4a9f140f792f/W3-compact-detail-diff0.png)
![W3-compact-detail-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/119cd626bcf18564/W3-compact-detail-diff16.png)
![W5-before-overview.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/c18af42d1cd60327/W5-before-overview.png)
![W5-after-overview.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/d4142ccf7311deab/W5-after-overview.png)
![W5-overview-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/0560c2f40d67efa0/W5-overview-diff0.png)
![W5-overview-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/e57f052fb17dd2e1/W5-overview-diff16.png)
![W5-before-detail.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/5972f6bd43ea14c8/W5-before-detail.png)
![W5-after-detail.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/f1b10eaaa445e9e4/W5-after-detail.png)
![W5-detail-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/1a81a53a68fd9d4d/W5-detail-diff0.png)
![W5-detail-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/0eb55cc40980b641/W5-detail-diff16.png)
![W6-before-overview.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/73954c92faec3067/W6-before-overview.png)
![W6-after-overview.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/c14ba3559aa14251/W6-after-overview.png)
![W6-overview-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/51faf2b0465cc8fc/W6-overview-diff0.png)
![W6-overview-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/1526d279256bfe72/W6-overview-diff16.png)
![W6-before-detail.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/9a408b68e0aa0858/W6-before-detail.png)
![W6-after-detail.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/607d868a52bda658/W6-after-detail.png)
![W6-detail-diff0.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/9be66e80b07f3e88/W6-detail-diff0.png)
![W6-detail-diff16.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/9d144993408f3ea4/W6-detail-diff16.png)
![W1-sheet.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/515f894e36004bda/W1-sheet.png)
![W2-sheet.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/490e33716f4bcc1b/W2-sheet.png)
![W3-sheet.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/380ea13f8bfaccbe/W3-sheet.png)
![W4-sheet.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/d56210ba972115e9/W4-sheet.png)
![W5-sheet.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/58bbccc62ead2f62/W5-sheet.png)
![W6-sheet.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/3670bfc78c3c1968/W6-sheet.png)
[W3-wide-before.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/24ea578bb7b5b394/W3-wide-before.webm)
[W3-wide-after.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/3562af1d8125c58e/W3-wide-after.webm)
[W2-W3-compact-after.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/d760caf45cec7e42/W2-W3-compact-after.webm)
[W4-after.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/b11895b6b3dd65c3/W4-after.webm)
[W4-before.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/934f9543c62f69f9/W4-before.webm)
[W2-W3-compact-before.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/792c996a80a2268b/W2-W3-compact-before.webm)
[W2-W3-compact-after-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/beb2cdb647aae362/W2-W3-compact-after-timeline.json)
[W4-after-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/d4cc09c3c90637e4/W4-after-timeline.json)
[W3-wide-after-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/2aafb400717715fb/W3-wide-after-timeline.json)
[W3-wide-before-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/c1cb70e99c9cf599/W3-wide-before-timeline.json)
[W2-W3-compact-before-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/7384a2924c09337d/W2-W3-compact-before-timeline.json)
[W4-before-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/ba837c871b8953ca/W4-before-timeline.json)
[W5-before.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/12129b01e58a249b/W5-before.webm)
[W6-after.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/9917677f4bb4650d/W6-after.webm)
[W6-before.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/a409b8411faadf41/W6-before.webm)
[W5-after.webm](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/ef3bb295a3981e87/W5-after.webm)
[W5-after-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/71edcb285ca25530/W5-after-timeline.json)
[W6-before-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/4848ecfcdfb93d6a/W6-before-timeline.json)
[W5-before-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/372dbceee0628383/W5-before-timeline.json)
[W6-after-timeline.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/810956cc72000fa6/W6-after-timeline.json)
[fixture-A.jsonl](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/d33d75994ed33f40/fixture-A.jsonl)
[fixture-B.jsonl](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/a34641b86641b6f6/fixture-B.jsonl)
[fixture-C.jsonl](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/fbd458023c13c22d/fixture-C.jsonl)
![W5-before-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/86461a6f8f02ed41/W5-before-filmstrip.png)
![W3-wide-before-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/e15c9ae1d797ff4f/W3-wide-before-filmstrip.png)
![W6-before-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/fb90be9226f1decf/W6-before-filmstrip.png)
![W4-after-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/ee6d70afb136a6ab/W4-after-filmstrip.png)
![W6-after-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/671dad0d769e4d9a/W6-after-filmstrip.png)
![W3-wide-after-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/e3f92e8200bc8102/W3-wide-after-filmstrip.png)
![W5-after-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/baccdd6b743c4f72/W5-after-filmstrip.png)
![W2-W3-compact-before-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/73d309e48fca1f44/W2-W3-compact-before-filmstrip.png)
![W2-W3-compact-after-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/76bf09e2502a5e0d/W2-W3-compact-after-filmstrip.png)
![W4-before-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/c16dca5eda1d2e15/W4-before-filmstrip.png)
[seed.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/8dee7d7e43eacee0/seed.py)
[servers.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/a51f076c642dc444/servers.py)
[browser-init.js](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/c0cb299eaecc48d6/browser-init.js)
[browser-launch.sh](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/4960a27b033935bf/browser-launch.sh)
[driver.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/b1f14525b42be2d1/driver.py)
[diffs.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/9ef3e5a8fa817286/diffs.py)
[assemble.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/a5c5dfa55fd339f7/assemble.py)
[remaining.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/87d5e8cf2146be54/remaining.py)
[retake-a.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/6f8ded761b640438/retake-a.py)
[review-videos.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/86761684ef1adeb3/review-videos.py)
[publish.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/436bc1f7e96c4760/publish.py)
[write-index.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/e59cd7fd20cdb08e/write-index.py)
[mobile-driver.sh](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/dc2bef46504830f9/mobile-driver.sh)
[pairs.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/08b0a6d5da08da8a/pairs.json)
[video-review.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/856d82c73cc517de/video-review.json)
[friction-transcript.txt](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/0c7e31be05e2e388/friction-transcript.txt)
[litellm.json](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/ee7f9d3b9d4ee30b/litellm.json)
![W3-wide-after-detail.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/98f15e6513a97b65/W3-wide-after-detail.png)
![W3-wide-after-final-filmstrip.png](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/db523c7f8e311ab7/W3-wide-after-final-filmstrip.png)
[replace-final.py](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/a0dcfac68826fb35/replace-final.py)
[index.md](https://gh-file-drop-api-prod-mi5fy3sowv63ufte.pinglabs.workers.dev/f/f553463ebf5b98e1/index.md)