From 6e678af70b6545fa9ccb3501e0229de86a01ad20 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Mon, 30 Jun 2025 00:00:40 -0700
Subject: [PATCH 01/28] Upgrade to whisper 3.4.2 and fix LD_LIBRARY_PATH issues

---
 tools/process_new_vids/Dockerfile      | 24 +++++++++++++++++++-----
 tools/process_new_vids/onstart_hook.sh | 12 +++++++++++-
 2 files changed, 30 insertions(+), 6 deletions(-)

diff --git a/tools/process_new_vids/Dockerfile b/tools/process_new_vids/Dockerfile
index cf10099..63a2b87 100644
--- a/tools/process_new_vids/Dockerfile
+++ b/tools/process_new_vids/Dockerfile
@@ -1,17 +1,31 @@
 #syntax=docker/dockerfile:1.4
 
-FROM pytorch/pytorch:2.7.0-cuda12.8-cudnn9-runtime
+FROM pytorch/pytorch:2.7.1-cuda11.8-cudnn9-runtime
 
 WORKDIR /workspace/app
 COPY prime_model.mp4 /workspace/app/
 
+# Install all the programs and setup the paths.
+RUN <<EOF
+  apt-get -y update
+  apt-get -y install git ffmpeg
+EOF
+
+RUN <<EOF
+  pip install whisperx==3.4.2
+  pip install ctranslate2==4.6.0  # HACKHACK: This technically is incompatible with whisper 3.4.2 but it also removes the cudnn8 dependency.
+  pip install nvidia-cublas-cu12==12.9.1.4 
+  CUDNN_PATH=$(dirname $(find / -name 'libcudnn.so.*' | head -1))
+  CUBLAS_PATH=$(dirname $(find / -name 'libcublas.so.*' | head -1))
+  echo "export LD_LIBRARY_PATH=${CUDNN_PATH}:${CUBLAS_PATH}:\${LD_LIBRARY_PATH}" >> /root/.bashrc
+EOF
+
 # Use int8 compute type just to make whisperx always complete at this step.
-RUN apt-get -y update && \
-  apt-get -y install git ffmpeg && \
-  pip install whisperx==3.3.4 && \
+RUN <<EOF
   whisperx --model=large-v3-turbo --language=en --thread=4 --hf_token=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 --diarize --output_form=json --compute_type=int8 --output_dir=/tmp -- prime_model.mp4
+EOF
 
-RUN pip install vastai==0.2.8
+RUN pip install vastai==0.3.1
 
 COPY requirements.txt /workspace/app/
 RUN pip install -r requirements.txt
diff --git a/tools/process_new_vids/onstart_hook.sh b/tools/process_new_vids/onstart_hook.sh
index 8fdb697..c70bc6a 100644
--- a/tools/process_new_vids/onstart_hook.sh
+++ b/tools/process_new_vids/onstart_hook.sh
@@ -5,5 +5,15 @@ export PATH=${HOME}/.local/share/fnm:$PATH
 eval "$(fnm env --use-on-cd --shell bash)"
 fnm use lts/latest
 
+cd /workspace/app
+
 # Default to giving 10 mins on failure.
-/workspace/app/lysine_protocol.sh "${4-:30}" & python /workspace/app/transcribe_worker.py -w /tmp/transcribe -t "${1:-4}" -x "$2" -y "$3" -m large-v3-turbo -c -s; /workspace/app/lysine_protocol.sh "${5:-10}"
+./lysine_protocol.sh "${4-:30}" &
+
+# Always get the latest pytubefix cause youtube is always changing.
+pip install pytubefix --upgrade
+
+# Do transcription
+python transcribe_worker.py -w /tmp/transcribe -t "${1:-4}" -x "$2" -y "$3" -m large-v3-turbo -c -s
+
+./lysine_protocol.sh "${5:-10}"

From acca6031796c8d99fd78a0173aa8c8b7a273019f Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Mon, 30 Jun 2025 22:22:38 -0700
Subject: [PATCH 02/28] More workarounds to library issues with whisper-3.4.2

---
 functions/src/video_queue.ts      | 39 +++++++++++++++++++------------
 tools/process_new_vids/Dockerfile |  9 ++++++-
 2 files changed, 32 insertions(+), 16 deletions(-)

diff --git a/functions/src/video_queue.ts b/functions/src/video_queue.ts
index cf2113c..6556cdf 100644
--- a/functions/src/video_queue.ts
+++ b/functions/src/video_queue.ts
@@ -34,33 +34,42 @@ async function getVideoQueue(req, res) {
 
 async function findNewVideos(req, res) {
   const all_new_vid_ids = new Array<string>;
+  const all_queued_videos = new Array<string>;
   const add_ts = new Date();
 
   let limit = 0;
   // Can be empty in test and initial bootstrap.
   for (const category of Constants.ALL_CATEGORIES) {
-    const metadata_ref = getCategoryPublicDb(category, "metadata");
-    const metadata_snapshot = await metadata_ref.once("value");
-    const new_video_ids = {};
-
-    for (const vid of await getVideosForCategory(category)) {
-      if (req.body.limit && ++limit > req.body.limit) {
-        break;
+    console.log(`Scraping ${category}`);
+    try {
+      const metadata_ref = getCategoryPublicDb(category, "metadata");
+      const metadata_snapshot = await metadata_ref.once("value");
+      const new_video_ids = {};
+
+      for (const vid of await getVideosForCategory(category)) {
+        if (req.body.limit && ++limit > req.body.limit) {
+          break;
+        }
+
+        if ('id' in vid && (!metadata_snapshot.exists() || !metadata_snapshot.child(vid.id).exists())) {
+          new_video_ids[vid.id] = {add: add_ts, lease_expires: "", vast_instance: ""};
+        }
       }
 
-      if ('id' in vid && (!metadata_snapshot.exists() || !metadata_snapshot.child(vid.id).exists())) {
-        new_video_ids[vid.id] = {add: add_ts, lease_expires: "", vast_instance: ""};
-      }
-    }
+      console.log(`${category} adding ${Object.keys(new_video_ids)}`);
 
-    console.log(`${category} adding ${Object.keys(new_video_ids)}`);
+      all_new_vid_ids.push(...Object.keys(new_video_ids));
+      await getCategoryPrivateDb(category).child("new_vids").update(new_video_ids);
+    } catch (e) {
+      console.error(`Failed youtube scrape for ${category} ${e}`);
+    }
 
-    all_new_vid_ids.push(...Object.keys(new_video_ids));
-    getCategoryPrivateDb(category).child("new_vids").update(new_video_ids);
+    all_queued_videos.push(...Object.keys((await getCategoryPrivateDb(category).child("new_vids").once("value")).val()));
   }
 
+
   // If there are new video ids. Wake up the trasncription jobs.
-  if (all_new_vid_ids) {
+  if (all_queued_videos) {
     await getPubSubClient().topic("start_transcribe").publishMessage({data: Buffer.from("boo!")});
   }
 
diff --git a/tools/process_new_vids/Dockerfile b/tools/process_new_vids/Dockerfile
index 63a2b87..1ef9565 100644
--- a/tools/process_new_vids/Dockerfile
+++ b/tools/process_new_vids/Dockerfile
@@ -13,7 +13,14 @@ EOF
 
 RUN <<EOF
   pip install whisperx==3.4.2
-  pip install ctranslate2==4.6.0  # HACKHACK: This technically is incompatible with whisper 3.4.2 but it also removes the cudnn8 dependency.
+
+  # HACKHACK: This technically is incompatible with whisper 3.4.2 but it also removes the cudnn8 dependency.
+  pip install ctranslate2==4.6.0
+
+  # HACKHACK: Another internally inconsistent dependency in whisper 3.4.2 through mathplotlib.
+  pip install python-dateutil==3.7
+
+  # Needed to get shared libraries working right for whisper 3.4.2 on pytorch 2.7.1 docker.
   pip install nvidia-cublas-cu12==12.9.1.4 
   CUDNN_PATH=$(dirname $(find / -name 'libcudnn.so.*' | head -1))
   CUBLAS_PATH=$(dirname $(find / -name 'libcublas.so.*' | head -1))

From 7ba23f513ee2035454398603183cfa68a71dc532 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Thu, 17 Jul 2025 21:58:02 -0700
Subject: [PATCH 03/28] get huggingface secret from docker secrets

---
 tools/process_new_vids/Dockerfile | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/tools/process_new_vids/Dockerfile b/tools/process_new_vids/Dockerfile
index 1ef9565..1133e3a 100644
--- a/tools/process_new_vids/Dockerfile
+++ b/tools/process_new_vids/Dockerfile
@@ -28,8 +28,8 @@ RUN <<EOF
 EOF
 
 # Use int8 compute type just to make whisperx always complete at this step.
-RUN <<EOF
-  whisperx --model=large-v3-turbo --language=en --thread=4 --hf_token=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 --diarize --output_form=json --compute_type=int8 --output_dir=/tmp -- prime_model.mp4
+RUN --mount=type=secret,id=HF_TOKEN <<EOF
+  whisperx --model=large-v3-turbo --language=en --thread=4 --hf_token=$(cat /run/secrets/HF_TOKEN) --diarize --output_form=json --compute_type=int8 --output_dir=/tmp -- prime_model.mp4
 EOF
 
 RUN pip install vastai==0.3.1
@@ -38,9 +38,11 @@ COPY requirements.txt /workspace/app/
 RUN pip install -r requirements.txt
 
 RUN <<EOF
+apt clean
 apt-get -y install curl unzip
 curl -fsSL https://fnm.vercel.app/install | bash
 ~/.local/share/fnm/fnm install --lts
+apt clean
 EOF
 
 COPY transcribe_worker.py lysine_protocol.sh onstart_hook.sh /workspace/app/

From cd93eaad88183e3a09b56e8216c80577adac6cc8 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Sun, 10 Aug 2025 00:18:18 -0700
Subject: [PATCH 04/28] update the transcription to handle missing
 publishing_date

---
 package-lock.json                           | 478 +++++++++++++++++++-
 package.json                                |   3 +
 tools/process_new_vids/onstart_hook.sh      |   3 +
 tools/process_new_vids/transcribe_worker.py |  28 +-
 4 files changed, 488 insertions(+), 24 deletions(-)

diff --git a/package-lock.json b/package-lock.json
index 97f2eea..fbcea3f 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -26,6 +26,7 @@
         "csv-reader": "^1.0.12",
         "csv-stringify": "^6.5.0",
         "csv-writer": "^1.6.0",
+        "danfojs": "^1.2.0",
         "date-fns": "^4.1.0",
         "distinct-colors": "^3.0.0",
         "eslint": "^9.16.0",
@@ -63,6 +64,8 @@
         "@typescript-eslint/eslint-plugin": "^8.34.0",
         "@typescript-eslint/parser": "^8.34.0",
         "@typescript-eslint/typescript-estree": "^8.34.0",
+        "canvasxpress": "^57.6.1",
+        "canvasxpress-react": "^57.6.1",
         "firebase-tools": "^14.6.0",
         "jest": "^29.7.0",
         "jest-environment-jsdom": "^29.7.0",
@@ -4534,6 +4537,259 @@
         "tslib": "^2.8.0"
       }
     },
+    "node_modules/@tensorflow/tfjs": {
+      "version": "3.21.0",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs/-/tfjs-3.21.0.tgz",
+      "integrity": "sha512-khcARd3/872llL/oF4ouR40qlT71mylU66PGT8kHP/GJ5YKj44sv8lDRjU7lOVlJK7jsJFWEsNVHI3eMc/GWNQ==",
+      "dependencies": {
+        "@tensorflow/tfjs-backend-cpu": "3.21.0",
+        "@tensorflow/tfjs-backend-webgl": "3.21.0",
+        "@tensorflow/tfjs-converter": "3.21.0",
+        "@tensorflow/tfjs-core": "3.21.0",
+        "@tensorflow/tfjs-data": "3.21.0",
+        "@tensorflow/tfjs-layers": "3.21.0",
+        "argparse": "^1.0.10",
+        "chalk": "^4.1.0",
+        "core-js": "3",
+        "regenerator-runtime": "^0.13.5",
+        "yargs": "^16.0.3"
+      },
+      "bin": {
+        "tfjs-custom-module": "dist/tools/custom_module/cli.js"
+      }
+    },
+    "node_modules/@tensorflow/tfjs-backend-cpu": {
+      "version": "3.21.0",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-backend-cpu/-/tfjs-backend-cpu-3.21.0.tgz",
+      "integrity": "sha512-88S21UAdzyK0CsLUrH17GPTD+26E85OP9CqmLZslaWjWUmBkeTQ5Zqyp6iK+gELnLxPx6q7JsNEeFuPv4254lQ==",
+      "dependencies": {
+        "@types/seedrandom": "^2.4.28",
+        "seedrandom": "^3.0.5"
+      },
+      "engines": {
+        "yarn": ">= 1.3.2"
+      },
+      "peerDependencies": {
+        "@tensorflow/tfjs-core": "3.21.0"
+      }
+    },
+    "node_modules/@tensorflow/tfjs-backend-webgl": {
+      "version": "3.21.0",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-backend-webgl/-/tfjs-backend-webgl-3.21.0.tgz",
+      "integrity": "sha512-N4zitIAT9IX8B8oe489qM3f3VcESxGZIZvHmVP8varOQakTvTX859aaPo1s8hK1qCy4BjSGbweooZe4U8D4kTQ==",
+      "dependencies": {
+        "@tensorflow/tfjs-backend-cpu": "3.21.0",
+        "@types/offscreencanvas": "~2019.3.0",
+        "@types/seedrandom": "^2.4.28",
+        "@types/webgl-ext": "0.0.30",
+        "@types/webgl2": "0.0.6",
+        "seedrandom": "^3.0.5"
+      },
+      "engines": {
+        "yarn": ">= 1.3.2"
+      },
+      "peerDependencies": {
+        "@tensorflow/tfjs-core": "3.21.0"
+      }
+    },
+    "node_modules/@tensorflow/tfjs-converter": {
+      "version": "3.21.0",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-converter/-/tfjs-converter-3.21.0.tgz",
+      "integrity": "sha512-12Y4zVDq3yW+wSjSDpSv4HnpL2sDZrNiGSg8XNiDE4HQBdjdA+a+Q3sZF/8NV9y2yoBhL5L7V4mMLDdbZBd9/Q==",
+      "peerDependencies": {
+        "@tensorflow/tfjs-core": "3.21.0"
+      }
+    },
+    "node_modules/@tensorflow/tfjs-core": {
+      "version": "3.21.0",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-3.21.0.tgz",
+      "integrity": "sha512-YSfsswOqWfd+M4bXIhT3hwtAb+IV8+ODwIxwdFR/7jTAPZP1wMVnSlpKnXHAN64HFOiP+Tm3HmKusEZ0+09A0w==",
+      "dependencies": {
+        "@types/long": "^4.0.1",
+        "@types/offscreencanvas": "~2019.3.0",
+        "@types/seedrandom": "^2.4.28",
+        "@types/webgl-ext": "0.0.30",
+        "@webgpu/types": "0.1.16",
+        "long": "4.0.0",
+        "node-fetch": "~2.6.1",
+        "seedrandom": "^3.0.5"
+      },
+      "engines": {
+        "yarn": ">= 1.3.2"
+      }
+    },
+    "node_modules/@tensorflow/tfjs-core/node_modules/long": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/long/-/long-4.0.0.tgz",
+      "integrity": "sha512-XsP+KhQif4bjX1kbuSiySJFNAehNxgLb6hPRGJ9QsUr8ajHkuXGdrHmFUTUUXhDwVX2R5bY4JNZEwbUiMhV+MA=="
+    },
+    "node_modules/@tensorflow/tfjs-core/node_modules/node-fetch": {
+      "version": "2.6.13",
+      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.6.13.tgz",
+      "integrity": "sha512-StxNAxh15zr77QvvkmveSQ8uCQ4+v5FkvNTj0OESmiHu+VRi/gXArXtkWMElOsOUNLtUEvI4yS+rdtOHZTwlQA==",
+      "dependencies": {
+        "whatwg-url": "^5.0.0"
+      },
+      "engines": {
+        "node": "4.x || >=6.0.0"
+      },
+      "peerDependencies": {
+        "encoding": "^0.1.0"
+      },
+      "peerDependenciesMeta": {
+        "encoding": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@tensorflow/tfjs-core/node_modules/tr46": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
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+    },
+    "node_modules/@tensorflow/tfjs-core/node_modules/webidl-conversions": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
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+    },
+    "node_modules/@tensorflow/tfjs-core/node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
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+      "dependencies": {
+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
+      }
+    },
+    "node_modules/@tensorflow/tfjs-data": {
+      "version": "3.21.0",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-data/-/tfjs-data-3.21.0.tgz",
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+        "@types/node-fetch": "^2.1.2",
+        "node-fetch": "~2.6.1",
+        "string_decoder": "^1.3.0"
+      },
+      "peerDependencies": {
+        "@tensorflow/tfjs-core": "3.21.0",
+        "seedrandom": "^3.0.5"
+      }
+    },
+    "node_modules/@tensorflow/tfjs-data/node_modules/node-fetch": {
+      "version": "2.6.13",
+      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.6.13.tgz",
+      "integrity": "sha512-StxNAxh15zr77QvvkmveSQ8uCQ4+v5FkvNTj0OESmiHu+VRi/gXArXtkWMElOsOUNLtUEvI4yS+rdtOHZTwlQA==",
+      "dependencies": {
+        "whatwg-url": "^5.0.0"
+      },
+      "engines": {
+        "node": "4.x || >=6.0.0"
+      },
+      "peerDependencies": {
+        "encoding": "^0.1.0"
+      },
+      "peerDependenciesMeta": {
+        "encoding": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@tensorflow/tfjs-data/node_modules/tr46": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
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+    },
+    "node_modules/@tensorflow/tfjs-data/node_modules/webidl-conversions": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+      "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ=="
+    },
+    "node_modules/@tensorflow/tfjs-data/node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+      "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+      "dependencies": {
+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
+      }
+    },
+    "node_modules/@tensorflow/tfjs-layers": {
+      "version": "3.21.0",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-layers/-/tfjs-layers-3.21.0.tgz",
+      "integrity": "sha512-CMVXsraakXgnXEnqD9QbtResA7nvV7Jz20pGmjFIodcQkClgmFFhdCG5N+zlVRHEz7VKG2OyfhltZ0dBq/OAhA==",
+      "peerDependencies": {
+        "@tensorflow/tfjs-core": "3.21.0"
+      }
+    },
+    "node_modules/@tensorflow/tfjs/node_modules/argparse": {
+      "version": "1.0.10",
+      "resolved": "https://registry.npmjs.org/argparse/-/argparse-1.0.10.tgz",
+      "integrity": "sha512-o5Roy6tNG4SL/FOkCAN6RzjiakZS25RLYFrcMttJqbdd8BWrnA+fGz57iN5Pb06pvBGvl5gQ0B48dJlslXvoTg==",
+      "dependencies": {
+        "sprintf-js": "~1.0.2"
+      }
+    },
+    "node_modules/@tensorflow/tfjs/node_modules/cliui": {
+      "version": "7.0.4",
+      "resolved": "https://registry.npmjs.org/cliui/-/cliui-7.0.4.tgz",
+      "integrity": "sha512-OcRE68cOsVMXp1Yvonl/fzkQOyjLSu/8bhPDfQt0e0/Eb283TKP20Fs2MqoPsr9SwA595rRCA+QMzYc9nBP+JQ==",
+      "dependencies": {
+        "string-width": "^4.2.0",
+        "strip-ansi": "^6.0.0",
+        "wrap-ansi": "^7.0.0"
+      }
+    },
+    "node_modules/@tensorflow/tfjs/node_modules/regenerator-runtime": {
+      "version": "0.13.11",
+      "resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.13.11.tgz",
+      "integrity": "sha512-kY1AZVr2Ra+t+piVaJ4gxaFaReZVH40AKNo7UCX6W+dEwBo/2oZJzqfuN1qLq1oL45o56cPaTXELwrTh8Fpggg=="
+    },
+    "node_modules/@tensorflow/tfjs/node_modules/sprintf-js": {
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+      "integrity": "sha512-8OwmbklUNzwezjGInmZ+2clQmExQPvomqjL7LFqOYqtmuxRgQYqOD3mHaU+MvZn5FLUeVxVfQjwLZW/n/JFuqg=="
+    },
     "node_modules/semver": {
       "version": "6.3.1",
       "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
@@ -16527,6 +16919,22 @@
         "node": ">=8"
       }
     },
+    "node_modules/slice-ansi": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/slice-ansi/-/slice-ansi-4.0.0.tgz",
+      "integrity": "sha512-qMCMfhY040cVHT43K9BFygqYbUPFZKHOg7K73mtTWJRb8pyP3fzf4Ixd5SzdEJQ6MRUg/WBnOLxghZtKKurENQ==",
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "astral-regex": "^2.0.0",
+        "is-fullwidth-code-point": "^3.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/slice-ansi?sponsor=1"
+      }
+    },
     "node_modules/smart-buffer": {
       "version": "4.2.0",
       "resolved": "https://registry.npmjs.org/smart-buffer/-/smart-buffer-4.2.0.tgz",
@@ -16768,7 +17176,6 @@
       "version": "1.3.0",
       "resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.3.0.tgz",
       "integrity": "sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==",
-      "devOptional": true,
       "dependencies": {
         "safe-buffer": "~5.2.0"
       }
@@ -17178,6 +17585,22 @@
       "integrity": "sha512-9QNk5KwDF+Bvz+PyObkmSYjI5ksVUYtjW7AU22r2NKcfLJcXp96hkDWU3+XndOsUb+AQ9QhfzfCT2O+CNWT5Tw==",
       "dev": true
     },
+    "node_modules/table": {
+      "version": "6.7.1",
+      "resolved": "https://registry.npmjs.org/table/-/table-6.7.1.tgz",
+      "integrity": "sha512-ZGum47Yi6KOOFDE8m223td53ath2enHcYLgOCjGr5ngu8bdIARQk6mN/wRMv4yMRcHnCSnHbCEha4sobQx5yWg==",
+      "dependencies": {
+        "ajv": "^8.0.1",
+        "lodash.clonedeep": "^4.5.0",
+        "lodash.truncate": "^4.4.2",
+        "slice-ansi": "^4.0.0",
+        "string-width": "^4.2.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
     "node_modules/tar": {
       "version": "6.2.1",
       "resolved": "https://registry.npmjs.org/tar/-/tar-6.2.1.tgz",
@@ -17496,6 +17919,11 @@
         "safe-buffer": "~5.1.0"
       }
     },
+    "node_modules/tiny-emitter": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/tiny-emitter/-/tiny-emitter-2.1.0.tgz",
+      "integrity": "sha512-NB6Dk1A9xgQPMoGqC5CVXn123gWyte215ONT5Pp5a0yt4nlEoO1ZWeCwpncaekPHXO60i47ihFnZPiRPjRMq4Q=="
+    },
     "node_modules/tinyglobby": {
       "version": "0.2.14",
       "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.14.tgz",
@@ -17911,6 +18339,14 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/typed-function": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/typed-function/-/typed-function-2.1.0.tgz",
+      "integrity": "sha512-bctQIOqx2iVbWGDGPWwIm18QScpu2XRmkC19D8rQGFsjKSgteq/o1hTZvIG/wuDq8fanpBDrLkLq+aEN/6y5XQ==",
+      "engines": {
+        "node": ">= 10"
+      }
+    },
     "node_modules/typedarray-to-buffer": {
       "version": "3.1.5",
       "resolved": "https://registry.npmjs.org/typedarray-to-buffer/-/typedarray-to-buffer-3.1.5.tgz",
@@ -18608,6 +19044,18 @@
         "node": ">=8"
       }
     },
+    "node_modules/xlsx": {
+      "version": "0.19.3",
+      "resolved": "https://cdn.sheetjs.com/xlsx-0.19.3/xlsx-0.19.3.tgz",
+      "integrity": "sha512-8IfgFctB7fkvqkTGF2MnrDrC6vzE28Wcc1aSbdDQ+4/WFtzfS73YuapbuaPZwGqpR2e0EeDMIrFOJubQVLWFNA==",
+      "license": "Apache-2.0",
+      "bin": {
+        "xlsx": "bin/xlsx.njs"
+      },
+      "engines": {
+        "node": ">=0.8"
+      }
+    },
     "node_modules/xml-name-validator": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-4.0.0.tgz",
diff --git a/package.json b/package.json
index 3a03973..6080d4c 100644
--- a/package.json
+++ b/package.json
@@ -34,6 +34,7 @@
     "csv-reader": "^1.0.12",
     "csv-stringify": "^6.5.0",
     "csv-writer": "^1.6.0",
+    "danfojs": "^1.2.0",
     "date-fns": "^4.1.0",
     "distinct-colors": "^3.0.0",
     "eslint": "^9.16.0",
@@ -71,6 +72,8 @@
     "@typescript-eslint/eslint-plugin": "^8.34.0",
     "@typescript-eslint/parser": "^8.34.0",
     "@typescript-eslint/typescript-estree": "^8.34.0",
+    "canvasxpress": "^57.6.1",
+    "canvasxpress-react": "^57.6.1",
     "firebase-tools": "^14.6.0",
     "jest": "^29.7.0",
     "jest-environment-jsdom": "^29.7.0",
diff --git a/tools/process_new_vids/onstart_hook.sh b/tools/process_new_vids/onstart_hook.sh
index c70bc6a..4585a5a 100644
--- a/tools/process_new_vids/onstart_hook.sh
+++ b/tools/process_new_vids/onstart_hook.sh
@@ -13,6 +13,9 @@ cd /workspace/app
 # Always get the latest pytubefix cause youtube is always changing.
 pip install pytubefix --upgrade
 
+# HACKHACK: See Dockerfile for corresponding line. Somehow that doesn't propogate here.
+pip install python-dateutil==2.7
+
 # Do transcription
 python transcribe_worker.py -w /tmp/transcribe -t "${1:-4}" -x "$2" -y "$3" -m large-v3-turbo -c -s
 
diff --git a/tools/process_new_vids/transcribe_worker.py b/tools/process_new_vids/transcribe_worker.py
index 90dd196..28bc48e 100644
--- a/tools/process_new_vids/transcribe_worker.py
+++ b/tools/process_new_vids/transcribe_worker.py
@@ -6,6 +6,7 @@
 from time import sleep
 
 import argparse
+from datetime import datetime
 import json
 import os
 import pathlib
@@ -15,6 +16,7 @@
 import logging
 import time
 
+
 logger = logging.getLogger(__name__)
 
 YT_TOKEN_FILE = './yt_token.json'
@@ -127,24 +129,32 @@ def process_vids(vid_list, args):
             video = YouTube(f"https://www.youtube.com/watch?v={video_id}",
                             use_oauth=True, allow_oauth_cache=True,
                             token_file=YT_TOKEN_FILE)
-            audio_streams = video.streams.filter(
-                only_audio=True).order_by('abr')
-            audio_streams.first().download(
-                output_path=str(args.workdir),
-                filename=outfile_name,
-                max_retries=5,
-                skip_existing=args.cache)
 
             # Create metadata struct early in case there are formatting issues.
-            # This way the script can abort before the expensive whipserx call.
+            # This way the script can abort before the youtube scrapes of
+            # expensive whipserx calls.
+            publish_date = video.publish_date
+            if publish_date is None:
+                # If publish date scraping breaks for some reasons...which
+                # randomly happens for months... use now.
+                publish_date = datetime.now()
+
             metadata = {
                 'title': video.title,
                 'video_id': video.video_id,
                 'channel_id': video.channel_id,
                 'description': get_description(video),
-                'publish_date': video.publish_date.isoformat(),
+                'publish_date': publish_date.isoformat(),
             }
 
+            audio_streams = video.streams.filter(
+                only_audio=True).order_by('abr')
+            audio_streams.first().download(
+                output_path=str(args.workdir),
+                filename=outfile_name,
+                max_retries=5,
+                skip_existing=args.cache)
+
             # Run whisper for transcription
             if not (args.cache and os.path.exists(whisper_out_filename)):
                 start = time.time()

From ee876d5ac2d642a5b55c2d6be036feab5c0f3c12 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Wed, 10 Sep 2025 18:00:47 -0700
Subject: [PATCH 05/28] Make handling description errors more robust

---
 functions/package.json                      |  2 +-
 tools/process_new_vids/Dockerfile           |  2 +-
 tools/process_new_vids/onstart_hook.sh      |  2 +
 tools/process_new_vids/transcribe_worker.py | 43 ++++++++++++---------
 4 files changed, 29 insertions(+), 20 deletions(-)

diff --git a/functions/package.json b/functions/package.json
index ede9816..7c53710 100644
--- a/functions/package.json
+++ b/functions/package.json
@@ -7,7 +7,7 @@
     "build:tsc": "tsc",
     "build:watch": "run-p 'build:tsc -- --watch --preserveWatchOutput' 'build:esbuild -- --watch'",
     "dev": "run-p build:watch dev:*",
-    "dev:emulators": "firebase emulators:start --only functions,pubsub",
+    "dev:emulators": "firebase emulators:start --only functions",
     "lint": "eslint --ext .js,.ts .",
     "run:migration": "tsx --tsconfig src/migrations/tsconfig.json",
     "serve": "npm run build && firebase emulators:start --only functions,storage,database",
diff --git a/tools/process_new_vids/Dockerfile b/tools/process_new_vids/Dockerfile
index 1133e3a..2bad010 100644
--- a/tools/process_new_vids/Dockerfile
+++ b/tools/process_new_vids/Dockerfile
@@ -24,7 +24,7 @@ RUN <<EOF
   pip install nvidia-cublas-cu12==12.9.1.4 
   CUDNN_PATH=$(dirname $(find / -name 'libcudnn.so.*' | head -1))
   CUBLAS_PATH=$(dirname $(find / -name 'libcublas.so.*' | head -1))
-  echo "export LD_LIBRARY_PATH=${CUDNN_PATH}:${CUBLAS_PATH}:\${LD_LIBRARY_PATH}" >> /root/.bashrc
+  echo "export LD_LIBRARY_PATH=${CUDNN_PATH}:${CUBLAS_PATH}:${LD_LIBRARY_PATH}" >> /root/.bashrc
 EOF
 
 # Use int8 compute type just to make whisperx always complete at this step.
diff --git a/tools/process_new_vids/onstart_hook.sh b/tools/process_new_vids/onstart_hook.sh
index 4585a5a..2ec9a84 100644
--- a/tools/process_new_vids/onstart_hook.sh
+++ b/tools/process_new_vids/onstart_hook.sh
@@ -1,5 +1,7 @@
 #!/bin/bash
 
+source ~/.bashrc
+
 export PATH=${HOME}/.local/share/fnm:$PATH
 
 eval "$(fnm env --use-on-cd --shell bash)"
diff --git a/tools/process_new_vids/transcribe_worker.py b/tools/process_new_vids/transcribe_worker.py
index 28bc48e..2963f28 100644
--- a/tools/process_new_vids/transcribe_worker.py
+++ b/tools/process_new_vids/transcribe_worker.py
@@ -36,24 +36,31 @@ def get_description(video):
     from the videoMetadata field except it looks for description.
     """
 
-    if video.description is not None:
-        return video.description
-
-    if 'singleColumnWatchNextResults' in video.vid_details['contents']:
-        contents = video.vid_details['contents'][
-            'singleColumnWatchNextResults'][
-            'results'][
-            'results'][
-            'contents'][0][
-            'itemSectionRenderer'][
-            'contents'][0]
-
-        if 'videoMetadataRenderer' in contents:
-            vmr = contents['videoMetadataRenderer']
-            if 'description' in vmr:
-                return vmr['description']['runs'][0]['text']
-
-    return ""
+    try:
+        if video.description is not None:
+            return video.description
+    except Exception as e:
+        # Just fall through to backup.
+        logger.debug("Primary description parsing failed: ", e)
+        pass
+
+    try:
+        if 'singleColumnWatchNextResults' in video.vid_details['contents']:
+            contents = video.vid_details['contents'][
+                'singleColumnWatchNextResults'][
+                'results'][
+                'results'][
+                'contents'][0][
+                'itemSectionRenderer'][
+                'contents'][0]
+
+            if 'videoMetadataRenderer' in contents:
+                vmr = contents['videoMetadataRenderer']
+                if 'description' in vmr:
+                    return vmr['description']['runs'][0]['text']
+    except Exception as e:
+        logger.warning("Unable to generate description ", e)
+        return ""
 
 
 def make_endpoint_url(endpoint):

From e7ee3f5b84a6fd6b2dbfd1533b8a4adb597e73c3 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Thu, 11 Sep 2025 00:59:12 -0700
Subject: [PATCH 06/28] handle missing description

---
 tools/process_new_vids/transcribe_worker.py | 35 ++++++++++++---------
 1 file changed, 21 insertions(+), 14 deletions(-)

diff --git a/tools/process_new_vids/transcribe_worker.py b/tools/process_new_vids/transcribe_worker.py
index 2963f28..a59cb6e 100644
--- a/tools/process_new_vids/transcribe_worker.py
+++ b/tools/process_new_vids/transcribe_worker.py
@@ -28,7 +28,7 @@
 }
 
 
-def get_description(video):
+def raw_get_description(video):
     """Scrape out description from the video metadata or return null.
 
     Sometimes the video description is not in video_info. This happens with
@@ -44,20 +44,27 @@ def get_description(video):
         logger.debug("Primary description parsing failed: ", e)
         pass
 
+    if 'singleColumnWatchNextResults' in video.vid_details['contents']:
+        contents = video.vid_details['contents'][
+            'singleColumnWatchNextResults'][
+            'results'][
+            'results'][
+            'contents'][0][
+            'itemSectionRenderer'][
+            'contents'][0]
+
+        if 'videoMetadataRenderer' in contents:
+            vmr = contents['videoMetadataRenderer']
+            if 'description' in vmr:
+                return vmr['description']['runs'][0]['text']
+
+
+def get_description(video):
     try:
-        if 'singleColumnWatchNextResults' in video.vid_details['contents']:
-            contents = video.vid_details['contents'][
-                'singleColumnWatchNextResults'][
-                'results'][
-                'results'][
-                'contents'][0][
-                'itemSectionRenderer'][
-                'contents'][0]
-
-            if 'videoMetadataRenderer' in contents:
-                vmr = contents['videoMetadataRenderer']
-                if 'description' in vmr:
-                    return vmr['description']['runs'][0]['text']
+        description = raw_get_description(video)
+        if description is None:
+            logger.warning("No description")
+            return ""
     except Exception as e:
         logger.warning("Unable to generate description ", e)
         return ""

From e8025f94eb7a23333ef09e5955bea40b6e03d040 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Sun, 28 Sep 2025 15:14:17 -0700
Subject: [PATCH 07/28] Do sps-board first. Avoid all caps + basic spelling
 errors"

---
 common/transcript.ts                        |  1 +
 tools/process_new_vids/Dockerfile           |  7 +++---
 tools/process_new_vids/onstart_hook.sh      |  5 +---
 tools/process_new_vids/requirements.txt     |  2 +-
 tools/process_new_vids/transcribe_worker.py | 26 ++++++++++++++-------
 5 files changed, 25 insertions(+), 16 deletions(-)
 mode change 100644 => 100755 tools/process_new_vids/transcribe_worker.py

diff --git a/common/transcript.ts b/common/transcript.ts
index 30db279..ef0f213 100644
--- a/common/transcript.ts
+++ b/common/transcript.ts
@@ -104,6 +104,7 @@ export class DiarizedTranscript {
     // Wait for everything.
     const [transcriptDataResult, ...sentenceTableResult] = await Promise.allSettled(loadPromises);
 
+    console.log("Raeding from " + videoId, transcriptDataResult);
     if (transcriptDataResult.status === 'rejected') {
       return new DiarizedTranscript(category, videoId, EMPTY_TRASCRIPT_DATA, {},
           ["Cannout load transcript Data"]);
diff --git a/tools/process_new_vids/Dockerfile b/tools/process_new_vids/Dockerfile
index 2bad010..93e3ff1 100644
--- a/tools/process_new_vids/Dockerfile
+++ b/tools/process_new_vids/Dockerfile
@@ -18,13 +18,14 @@ RUN <<EOF
   pip install ctranslate2==4.6.0
 
   # HACKHACK: Another internally inconsistent dependency in whisper 3.4.2 through mathplotlib.
-  pip install python-dateutil==3.7
+  pip install python-dateutil==2.7
 
   # Needed to get shared libraries working right for whisper 3.4.2 on pytorch 2.7.1 docker.
   pip install nvidia-cublas-cu12==12.9.1.4 
   CUDNN_PATH=$(dirname $(find / -name 'libcudnn.so.*' | head -1))
   CUBLAS_PATH=$(dirname $(find / -name 'libcublas.so.*' | head -1))
-  echo "export LD_LIBRARY_PATH=${CUDNN_PATH}:${CUBLAS_PATH}:${LD_LIBRARY_PATH}" >> /root/.bashrc
+  echo "export LD_LIBRARY_PATH=${CUDNN_PATH}:${CUBLAS_PATH}:${LD_LIBRARY_PATH}" > /workplace/app/cuda_path
+  echo "source /workspace/app/cuda_path" >> /root/.bashrc
 EOF
 
 # Use int8 compute type just to make whisperx always complete at this step.
@@ -39,7 +40,7 @@ RUN pip install -r requirements.txt
 
 RUN <<EOF
 apt clean
-apt-get -y install curl unzip
+apt-get -y install curl unzip vim
 curl -fsSL https://fnm.vercel.app/install | bash
 ~/.local/share/fnm/fnm install --lts
 apt clean
diff --git a/tools/process_new_vids/onstart_hook.sh b/tools/process_new_vids/onstart_hook.sh
index 2ec9a84..ef0b47e 100644
--- a/tools/process_new_vids/onstart_hook.sh
+++ b/tools/process_new_vids/onstart_hook.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
 
-source ~/.bashrc
+source /workspace/app/cuda_path
 
 export PATH=${HOME}/.local/share/fnm:$PATH
 
@@ -15,9 +15,6 @@ cd /workspace/app
 # Always get the latest pytubefix cause youtube is always changing.
 pip install pytubefix --upgrade
 
-# HACKHACK: See Dockerfile for corresponding line. Somehow that doesn't propogate here.
-pip install python-dateutil==2.7
-
 # Do transcription
 python transcribe_worker.py -w /tmp/transcribe -t "${1:-4}" -x "$2" -y "$3" -m large-v3-turbo -c -s
 
diff --git a/tools/process_new_vids/requirements.txt b/tools/process_new_vids/requirements.txt
index 023ca50..f7e6eb9 100644
--- a/tools/process_new_vids/requirements.txt
+++ b/tools/process_new_vids/requirements.txt
@@ -1,2 +1,2 @@
 requests
-pytubefix
+pytubefix @ git+https://github.com/JuanBindez/pytubefix@71401b44045b1d92420cd6140554000533028e6f
diff --git a/tools/process_new_vids/transcribe_worker.py b/tools/process_new_vids/transcribe_worker.py
old mode 100644
new mode 100755
index a59cb6e..31f5e1d
--- a/tools/process_new_vids/transcribe_worker.py
+++ b/tools/process_new_vids/transcribe_worker.py
@@ -179,6 +179,7 @@ def process_vids(vid_list, args):
                     f"--model={args.model}",
                     f"--compute_type={args.compute_type}",
                     "--language=en",
+                    "--initial_prompt='Avoid all capitals. Common names: Gina Topp, Michelle Sarju. Liza Rankin. Tanya Woo.'",
                     f"--thread={args.threads}",
                     f"--hf_token={args.hf_token}",
                     "--diarize",
@@ -233,6 +234,16 @@ def process_vids(vid_list, args):
             sleep(jitter_s)
 
 
+def process_category(category, videos, args):
+    logger.info(f"Found {len(videos)} videos")
+    logger.debug(videos)
+
+    vids_to_process = [(category, v) for v in videos]
+    if args.shuffle:
+        random.shuffle(vids_to_process)
+    process_vids(vids_to_process, args)
+
+
 def main():
     parser = argparse.ArgumentParser(
         prog='WhisperX transcription worker.',
@@ -272,16 +283,15 @@ def main():
 
     args = parser.parse_args()
     init_app(args)
-    vid_list = [(category_tuple[0], vid) for category_tuple
-                in get_vid_list().items() for vid in category_tuple[1]]
 
-    # Poorman race reduction between workers.
-    if args.shuffle:
-        random.shuffle(vid_list)
-    logger.info(f"Found {len(vid_list)} videos")
-    logger.debug(vid_list)
+    vid_list = get_vid_list()
 
-    process_vids(vid_list, args)
+    # Do SPS First
+    process_category('sps-board', vid_list['sps-board'], args)
+    for (category, vids) in vid_list.items():
+        if category == 'sps-board':
+            continue
+        process_category(category, vids, args)
 
 
 if __name__ == "__main__":

From 160f4782d3fa0c0bc2cd3f2b3eed7effd93ff55e Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Sun, 28 Sep 2025 22:34:09 -0700
Subject: [PATCH 08/28] Fix path mistakes and publishDate construciton

---
 functions/package-lock.json            | 9 +++++----
 functions/package.json                 | 2 +-
 functions/src/utils/metadata.ts        | 4 +++-
 tools/process_new_vids/Dockerfile      | 2 +-
 tools/process_new_vids/onstart_hook.sh | 3 +++
 5 files changed, 13 insertions(+), 7 deletions(-)

diff --git a/functions/package-lock.json b/functions/package-lock.json
index 493b5d7..0d0910e 100644
--- a/functions/package-lock.json
+++ b/functions/package-lock.json
@@ -17,7 +17,7 @@
         "date-fns": "^4.1.0",
         "firebase": "^11.0.2",
         "firebase-admin": "^13.0.1",
-        "firebase-functions": "^6.3.2",
+        "firebase-functions": "^6.4.0",
         "json-schema-to-ts": "^3.1.0",
         "langs": "^2.0.0",
         "lodash.isequal": "^4.5.0",
@@ -5702,9 +5702,10 @@
       }
     },
     "node_modules/firebase-functions": {
-      "version": "6.3.2",
-      "resolved": "https://registry.npmjs.org/firebase-functions/-/firebase-functions-6.3.2.tgz",
-      "integrity": "sha512-FC3A1/nhqt1ZzxRnj5HZLScQaozAcFSD/vSR8khqSoFNOfxuXgwJS6ZABTB7+v+iMD5z6Mmxw6OfqITUBuI7OQ==",
+      "version": "6.4.0",
+      "resolved": "https://registry.npmjs.org/firebase-functions/-/firebase-functions-6.4.0.tgz",
+      "integrity": "sha512-Q/LGhJrmJEhT0dbV60J4hCkVSeOM6/r7xJS/ccmkXzTWMjo+UPAYX9zlQmGlEjotstZ0U9GtQSJSgbB2Z+TJDg==",
+      "license": "MIT",
       "dependencies": {
         "@types/cors": "^2.8.5",
         "@types/express": "^4.17.21",
diff --git a/functions/package.json b/functions/package.json
index 7c53710..a87cc2b 100644
--- a/functions/package.json
+++ b/functions/package.json
@@ -33,7 +33,7 @@
     "date-fns": "^4.1.0",
     "firebase": "^11.0.2",
     "firebase-admin": "^13.0.1",
-    "firebase-functions": "^6.3.2",
+    "firebase-functions": "^6.4.0",
     "json-schema-to-ts": "^3.1.0",
     "langs": "^2.0.0",
     "lodash.isequal": "^4.5.0",
diff --git a/functions/src/utils/metadata.ts b/functions/src/utils/metadata.ts
index 359fd6a..93d25c8 100644
--- a/functions/src/utils/metadata.ts
+++ b/functions/src/utils/metadata.ts
@@ -31,7 +31,9 @@ function metadataToVideoMetadata(entry: StoredMetadata): VideoMetadata {
 }
 
 export function makePublishedIndexKey(metadata : StoredMetadata) {
-  return `${metadata.publish_date};${metadata.video_id}`;
+  // The DB path cannot handle a period so drop fractional seconds.
+  const publishDateSecondsOnly = metadata.publish_date.split('.')[0];
+  return `${publishDateSecondsOnly};${metadata.video_id}`;
 }
 
 export function splitPublishedIndexKey(key : string) : [Date, VideoId] {
diff --git a/tools/process_new_vids/Dockerfile b/tools/process_new_vids/Dockerfile
index 93e3ff1..5d1225e 100644
--- a/tools/process_new_vids/Dockerfile
+++ b/tools/process_new_vids/Dockerfile
@@ -24,7 +24,7 @@ RUN <<EOF
   pip install nvidia-cublas-cu12==12.9.1.4 
   CUDNN_PATH=$(dirname $(find / -name 'libcudnn.so.*' | head -1))
   CUBLAS_PATH=$(dirname $(find / -name 'libcublas.so.*' | head -1))
-  echo "export LD_LIBRARY_PATH=${CUDNN_PATH}:${CUBLAS_PATH}:${LD_LIBRARY_PATH}" > /workplace/app/cuda_path
+  echo "export LD_LIBRARY_PATH=${CUDNN_PATH}:${CUBLAS_PATH}:${LD_LIBRARY_PATH}" > /workspace/app/cuda_path
   echo "source /workspace/app/cuda_path" >> /root/.bashrc
 EOF
 
diff --git a/tools/process_new_vids/onstart_hook.sh b/tools/process_new_vids/onstart_hook.sh
index ef0b47e..541b929 100644
--- a/tools/process_new_vids/onstart_hook.sh
+++ b/tools/process_new_vids/onstart_hook.sh
@@ -15,6 +15,9 @@ cd /workspace/app
 # Always get the latest pytubefix cause youtube is always changing.
 pip install pytubefix --upgrade
 
+## HACK HACK. This shouldn't be need3d since it's done in the Dockerfile.
+pip install python-dateutil==2.7
+
 # Do transcription
 python transcribe_worker.py -w /tmp/transcribe -t "${1:-4}" -x "$2" -y "$3" -m large-v3-turbo -c -s
 

From 83ac6973934ec07658cc54f795daa75ccad7a2d1 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Sun, 28 Sep 2025 22:42:28 -0700
Subject: [PATCH 09/28] Fix initial prompt to confuse whisper less

---
 tools/process_new_vids/transcribe_worker.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tools/process_new_vids/transcribe_worker.py b/tools/process_new_vids/transcribe_worker.py
index 31f5e1d..ba3c9b1 100755
--- a/tools/process_new_vids/transcribe_worker.py
+++ b/tools/process_new_vids/transcribe_worker.py
@@ -179,7 +179,7 @@ def process_vids(vid_list, args):
                     f"--model={args.model}",
                     f"--compute_type={args.compute_type}",
                     "--language=en",
-                    "--initial_prompt='Avoid all capitals. Common names: Gina Topp, Michelle Sarju. Liza Rankin. Tanya Woo.'",
+                    "--initial_prompt='Avoid using all capitals'",
                     f"--thread={args.threads}",
                     f"--hf_token={args.hf_token}",
                     "--diarize",

From 2da0b3b1d77f81b5c4756e76574f5a822b434aa7 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Sun, 23 Nov 2025 00:59:18 -0800
Subject: [PATCH 10/28] move metadata population into the cloud function

---
 functions/package-lock.json                 | 1397 ++++++++++++++-----
 functions/package.json                      |   12 +-
 functions/src/metadata.ts                   |   38 +-
 functions/src/transcript.test.ts            |   15 +
 functions/src/transcript.ts                 |   29 +-
 functions/src/utils/metadata.ts             |   27 +
 functions/src/utils/validation.ts           |   10 +
 functions/src/video_queue.ts                |    2 +-
 functions/src/youtube.ts                    |   10 +-
 tools/process_new_vids/Dockerfile           |    2 +
 tools/process_new_vids/requirements.txt     |    2 +-
 tools/process_new_vids/transcribe_worker.py |   62 -
 12 files changed, 1151 insertions(+), 455 deletions(-)

diff --git a/functions/package-lock.json b/functions/package-lock.json
index 0d0910e..c7f4a46 100644
--- a/functions/package-lock.json
+++ b/functions/package-lock.json
@@ -6,17 +6,17 @@
     "": {
       "name": "functions",
       "dependencies": {
-        "@google-cloud/functions-framework": "^4.0.0",
-        "@google-cloud/pubsub": "^5.0.0",
-        "@google-cloud/translate": "^9.1.0",
+        "@google-cloud/functions-framework": "^4.0.1",
+        "@google-cloud/pubsub": "^5.2.0",
+        "@google-cloud/translate": "^9.3.0",
         "@types/node-gzip": "^1.1.3",
         "ajv": "^8.17.1",
         "cross-env": "^7.0.3",
         "csv-parse": "^5.5.6",
         "csv-stringify": "^6.5.0",
         "date-fns": "^4.1.0",
-        "firebase": "^11.0.2",
-        "firebase-admin": "^13.0.1",
+        "firebase": "^12.6.0",
+        "firebase-admin": "^13.6.0",
         "firebase-functions": "^6.4.0",
         "json-schema-to-ts": "^3.1.0",
         "langs": "^2.0.0",
@@ -24,7 +24,7 @@
         "lzma-native": "^8.0.6",
         "sentence-splitter": "^5.0.0",
         "source-map-support": "^0.5.21",
-        "youtubei.js": "^14.0.0"
+        "youtubei.js": "^16.0.1"
       },
       "devDependencies": {
         "@types/express": "^5.0.0",
@@ -1147,18 +1147,19 @@
       "integrity": "sha512-5DGmA8FTdB2XbDeEwc/5ZXBl6UbBAyBOOLlPuBnZ/N1SwdH9Ii+cOX3tBROlDgcTXxjOYnLMVoKk9+FXAw0CJw=="
     },
     "node_modules/@firebase/ai": {
-      "version": "1.4.0",
-      "resolved": "https://registry.npmjs.org/@firebase/ai/-/ai-1.4.0.tgz",
-      "integrity": "sha512-wvF33gtU6TXb6Co8TEC1pcl4dnVstYmRE/vs9XjUGE7he7Sgf5TqSu+EoXk/fuzhw5tKr1LC5eG9KdYFM+eosw==",
+      "version": "2.6.0",
+      "resolved": "https://registry.npmjs.org/@firebase/ai/-/ai-2.6.0.tgz",
+      "integrity": "sha512-NGyE7NQDFznOv683Xk4+WoUv39iipa9lEfrwvvPz33ChzVbCCiB69FJQTK2BI/11pRtzYGbHo1/xMz7gxWWhJw==",
+      "license": "Apache-2.0",
       "dependencies": {
         "@firebase/app-check-interop-types": "0.3.3",
-        "@firebase/component": "0.6.17",
-        "@firebase/logger": "0.4.4",
-        "@firebase/util": "1.12.0",
+        "@firebase/component": "0.7.0",
+        "@firebase/logger": "0.5.0",
+        "@firebase/util": "1.13.0",
         "tslib": "^2.1.0"
       },
       "engines": {
-        "node": ">=18.0.0"
+        "node": ">=20.0.0"
       },
       "peerDependencies": {
         "@firebase/app": "0.x",
@@ -1166,14 +1167,15 @@
       }
     },
     "node_modules/@firebase/analytics": {
-      "version": "0.10.16",
-      "resolved": "https://registry.npmjs.org/@firebase/analytics/-/analytics-0.10.16.tgz",
-      "integrity": "sha512-cMtp19He7Fd6uaj/nDEul+8JwvJsN8aRSJyuA1QN3QrKvfDDp+efjVurJO61sJpkVftw9O9nNMdhFbRcTmTfRQ==",
-      "dependencies": {
-        "@firebase/component": "0.6.17",
-        "@firebase/installations": "0.6.17",
-        "@firebase/logger": "0.4.4",
-        "@firebase/util": "1.12.0",
+      "version": "0.10.19",
+      "resolved": "https://registry.npmjs.org/@firebase/analytics/-/analytics-0.10.19.tgz",
+      "integrity": "sha512-3wU676fh60gaiVYQEEXsbGS4HbF2XsiBphyvvqDbtC1U4/dO4coshbYktcCHq+HFaGIK07iHOh4pME0hEq1fcg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@firebase/component": "0.7.0",
+        "@firebase/installations": "0.6.19",
+        "@firebase/logger": "0.5.0",
+        "@firebase/util": "1.13.0",
         "tslib": "^2.1.0"
       },
       "peerDependencies": {
@@ -1181,14 +1183,15 @@
       }
     },
     "node_modules/@firebase/analytics-compat": {
-      "version": "0.2.22",
-      "resolved": "https://registry.npmjs.org/@firebase/analytics-compat/-/analytics-compat-0.2.22.tgz",
-      "integrity": "sha512-VogWHgwkdYhjWKh8O1XU04uPrRaiDihkWvE/EMMmtWtaUtVALnpLnUurc3QtSKdPnvTz5uaIGKlW84DGtSPFbw==",
+      "version": "0.2.25",
+      "resolved": "https://registry.npmjs.org/@firebase/analytics-compat/-/analytics-compat-0.2.25.tgz",
+      "integrity": "sha512-fdzoaG0BEKbqksRDhmf4JoyZf16Wosrl0Y7tbZtJyVDOOwziE0vrFjmZuTdviL0yhak+Nco6rMsUUbkbD+qb6Q==",
+      "license": "Apache-2.0",
       "dependencies": {
-        "@firebase/analytics": "0.10.16",
+        "@firebase/analytics": "0.10.19",
         "@firebase/analytics-types": "0.8.3",
-        "@firebase/component": "0.6.17",
-        "@firebase/util": "1.12.0",
+        "@firebase/component": "0.7.0",
+        "@firebase/util": "1.13.0",
         "tslib": "^2.1.0"
       },
       "peerDependencies": {
@@ -1198,54 +1201,58 @@
     "node_modules/@firebase/analytics-types": {
       "version": "0.8.3",
       "resolved": "https://registry.npmjs.org/@firebase/analytics-types/-/analytics-types-0.8.3.tgz",
-      "integrity": "sha512-VrIp/d8iq2g501qO46uGz3hjbDb8xzYMrbu8Tp0ovzIzrvJZ2fvmj649gTjge/b7cCCcjT0H37g1gVtlNhnkbg=="
+      "integrity": "sha512-VrIp/d8iq2g501qO46uGz3hjbDb8xzYMrbu8Tp0ovzIzrvJZ2fvmj649gTjge/b7cCCcjT0H37g1gVtlNhnkbg==",
+      "license": "Apache-2.0"
     },
     "node_modules/@firebase/app": {
-      "version": "0.13.1",
-      "resolved": "https://registry.npmjs.org/@firebase/app/-/app-0.13.1.tgz",
-      "integrity": "sha512-0O33PKrXLoIWkoOO5ByFaLjZehBctSYWnb+xJkIdx2SKP/K9l1UPFXPwASyrOIqyY3ws+7orF/1j7wI5EKzPYQ==",
-      "dependencies": {
-        "@firebase/component": "0.6.17",
-        "@firebase/logger": "0.4.4",
-        "@firebase/util": "1.12.0",
+      "version": "0.14.6",
+      "resolved": "https://registry.npmjs.org/@firebase/app/-/app-0.14.6.tgz",
+      "integrity": "sha512-4uyt8BOrBsSq6i4yiOV/gG6BnnrvTeyymlNcaN/dKvyU1GoolxAafvIvaNP1RCGPlNab3OuE4MKUQuv2lH+PLQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@firebase/component": "0.7.0",
+        "@firebase/logger": "0.5.0",
+        "@firebase/util": "1.13.0",
         "idb": "7.1.1",
         "tslib": "^2.1.0"
       },
       "engines": {
-        "node": ">=18.0.0"
+        "node": ">=20.0.0"
       }
     },
     "node_modules/@firebase/app-check": {
-      "version": "0.10.0",
-      "resolved": "https://registry.npmjs.org/@firebase/app-check/-/app-check-0.10.0.tgz",
-      "integrity": "sha512-AZlRlVWKcu8BH4Yf8B5EI8sOi2UNGTS8oMuthV45tbt6OVUTSQwFPIEboZzhNJNKY+fPsg7hH8vixUWFZ3lrhw==",
-      "dependencies": {
-        "@firebase/component": "0.6.17",
-        "@firebase/logger": "0.4.4",
-        "@firebase/util": "1.12.0",
+      "version": "0.11.0",
+      "resolved": "https://registry.npmjs.org/@firebase/app-check/-/app-check-0.11.0.tgz",
+      "integrity": "sha512-XAvALQayUMBJo58U/rxW02IhsesaxxfWVmVkauZvGEz3vOAjMEQnzFlyblqkc2iAaO82uJ2ZVyZv9XzPfxjJ6w==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@firebase/component": "0.7.0",
+        "@firebase/logger": "0.5.0",
+        "@firebase/util": "1.13.0",
         "tslib": "^2.1.0"
       },
       "engines": {
-        "node": ">=18.0.0"
+        "node": ">=20.0.0"
       },
       "peerDependencies": {
         "@firebase/app": "0.x"
       }
     },
     "node_modules/@firebase/app-check-compat": {
-      "version": "0.3.25",
-      "resolved": "https://registry.npmjs.org/@firebase/app-check-compat/-/app-check-compat-0.3.25.tgz",
-      "integrity": "sha512-3zrsPZWAKfV7DVC20T2dgfjzjtQnSJS65OfMOiddMUtJL1S5i0nAZKsdX0bOEvvrd0SBIL8jYnfpfDeQRnhV3w==",
+      "version": "0.4.0",
+      "resolved": "https://registry.npmjs.org/@firebase/app-check-compat/-/app-check-compat-0.4.0.tgz",
+      "integrity": "sha512-UfK2Q8RJNjYM/8MFORltZRG9lJj11k0nW84rrffiKvcJxLf1jf6IEjCIkCamykHE73C6BwqhVfhIBs69GXQV0g==",
+      "license": "Apache-2.0",
       "dependencies": {
-        "@firebase/app-check": "0.10.0",
+        "@firebase/app-check": "0.11.0",
         "@firebase/app-check-types": "0.5.3",
-        "@firebase/component": "0.6.17",
-        "@firebase/logger": "0.4.4",
-        "@firebase/util": "1.12.0",
+        "@firebase/component": "0.7.0",
+        "@firebase/logger": "0.5.0",
+        "@firebase/util": "1.13.0",
         "tslib": "^2.1.0"
       },
       "engines": {
-        "node": ">=18.0.0"
+        "node": ">=20.0.0"
       },
       "peerDependencies": {
         "@firebase/app-compat": "0.x"
@@ -1259,21 +1266,23 @@
     "node_modules/@firebase/app-check-types": {
       "version": "0.5.3",
       "resolved": "https://registry.npmjs.org/@firebase/app-check-types/-/app-check-types-0.5.3.tgz",
-      "integrity": "sha512-hyl5rKSj0QmwPdsAxrI5x1otDlByQ7bvNvVt8G/XPO2CSwE++rmSVf3VEhaeOR4J8ZFaF0Z0NDSmLejPweZ3ng=="
+      "integrity": "sha512-hyl5rKSj0QmwPdsAxrI5x1otDlByQ7bvNvVt8G/XPO2CSwE++rmSVf3VEhaeOR4J8ZFaF0Z0NDSmLejPweZ3ng==",
+      "license": "Apache-2.0"
     },
     "node_modules/@firebase/app-compat": {
-      "version": "0.4.1",
-      "resolved": "https://registry.npmjs.org/@firebase/app-compat/-/app-compat-0.4.1.tgz",
-      "integrity": "sha512-9VGjnY23Gc1XryoF/ABWtZVJYnaPOnjHM7dsqq9YALgKRtxI1FryvELUVkDaEIUf4In2bfkb9ZENF1S9M273Dw==",
-      "dependencies": {
-        "@firebase/app": "0.13.1",
-        "@firebase/component": "0.6.17",
-        "@firebase/logger": "0.4.4",
-        "@firebase/util": "1.12.0",
+      "version": "0.5.6",
+      "resolved": "https://registry.npmjs.org/@firebase/app-compat/-/app-compat-0.5.6.tgz",
+      "integrity": "sha512-YYGARbutghQY4zZUWMYia0ib0Y/rb52y72/N0z3vglRHL7ii/AaK9SA7S/dzScVOlCdnbHXz+sc5Dq+r8fwFAg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@firebase/app": "0.14.6",
+        "@firebase/component": "0.7.0",
+        "@firebase/logger": "0.5.0",
+        "@firebase/util": "1.13.0",
         "tslib": "^2.1.0"
       },
       "engines": {
-        "node": ">=18.0.0"
+        "node": ">=20.0.0"
       }
     },
     "node_modules/@firebase/app-types": {
@@ -1282,17 +1291,18 @@
       "integrity": "sha512-kRVpIl4vVGJ4baogMDINbyrIOtOxqhkZQg4jTq3l8Lw6WSk0xfpEYzezFu+Kl4ve4fbPl79dvwRtaFqAC/ucCw=="
     },
     "node_modules/@firebase/auth": {
-      "version": "1.10.7",
-      "resolved": "https://registry.npmjs.org/@firebase/auth/-/auth-1.10.7.tgz",
-      "integrity": "sha512-77o0aBKCfchdL1gkahARdawHyYefh+wRYn7o60tbwW6bfJNq2idbrRb3WSYCT4yBKWL0+9kKdwxBHPZ6DEiB+g==",
-      "dependencies": {
-        "@firebase/component": "0.6.17",
-        "@firebase/logger": "0.4.4",
-        "@firebase/util": "1.12.0",
+      "version": "1.11.1",
+      "resolved": "https://registry.npmjs.org/@firebase/auth/-/auth-1.11.1.tgz",
+      "integrity": "sha512-Mea0G/BwC1D0voSG+60Ylu3KZchXAFilXQ/hJXWCw3gebAu+RDINZA0dJMNeym7HFxBaBaByX8jSa7ys5+F2VA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@firebase/component": "0.7.0",
+        "@firebase/logger": "0.5.0",
+        "@firebase/util": "1.13.0",
         "tslib": "^2.1.0"
       },
       "engines": {
-        "node": ">=18.0.0"
+        "node": ">=20.0.0"
       },
       "peerDependencies": {
         "@firebase/app": "0.x",
@@ -1305,18 +1315,19 @@
       }
     },
     "node_modules/@firebase/auth-compat": {
-      "version": "0.5.27",
-      "resolved": "https://registry.npmjs.org/@firebase/auth-compat/-/auth-compat-0.5.27.tgz",
-      "integrity": "sha512-axZx/MgjNO7uPA8/nMQiuVotGCngUFMppt5w0pxFIoIPD0kac0bsFdSEh5S2ttuEE0Aq1iUB6Flzwn+wvMgXnQ==",
+      "version": "0.6.1",
+      "resolved": "https://registry.npmjs.org/@firebase/auth-compat/-/auth-compat-0.6.1.tgz",
+      "integrity": "sha512-I0o2ZiZMnMTOQfqT22ur+zcGDVSAfdNZBHo26/Tfi8EllfR1BO7aTVo2rt/ts8o/FWsK8pOALLeVBGhZt8w/vg==",
+      "license": "Apache-2.0",
       "dependencies": {
-        "@firebase/auth": "1.10.7",
+        "@firebase/auth": "1.11.1",
         "@firebase/auth-types": "0.13.0",
-        "@firebase/component": "0.6.17",
-        "@firebase/util": "1.12.0",
+        "@firebase/component": "0.7.0",
+        "@firebase/util": "1.13.0",
         "tslib": "^2.1.0"
       },
       "engines": {
-        "node": ">=18.0.0"
+        "node": ">=20.0.0"
       },
       "peerDependencies": {
         "@firebase/app-compat": "0.x"
@@ -1331,32 +1342,35 @@
       "version": "0.13.0",
       "resolved": "https://registry.npmjs.org/@firebase/auth-types/-/auth-types-0.13.0.tgz",
       "integrity": "sha512-S/PuIjni0AQRLF+l9ck0YpsMOdE8GO2KU6ubmBB7P+7TJUCQDa3R1dlgYm9UzGbbePMZsp0xzB93f2b/CgxMOg==",
+      "license": "Apache-2.0",
       "peerDependencies": {
         "@firebase/app-types": "0.x",
         "@firebase/util": "1.x"
       }
     },
     "node_modules/@firebase/component": {
-      "version": "0.6.17",
-      "resolved": "https://registry.npmjs.org/@firebase/component/-/component-0.6.17.tgz",
-      "integrity": "sha512-M6DOg7OySrKEFS8kxA3MU5/xc37fiOpKPMz6cTsMUcsuKB6CiZxxNAvgFta8HGRgEpZbi8WjGIj6Uf+TpOhyzg==",
+      "version": "0.7.0",
+      "resolved": "https://registry.npmjs.org/@firebase/component/-/component-0.7.0.tgz",
+      "integrity": "sha512-wR9En2A+WESUHexjmRHkqtaVH94WLNKt6rmeqZhSLBybg4Wyf0Umk04SZsS6sBq4102ZsDBFwoqMqJYj2IoDSg==",
+      "license": "Apache-2.0",
       "dependencies": {
-        "@firebase/util": "1.12.0",
+        "@firebase/util": "1.13.0",
         "tslib": "^2.1.0"
       },
       "engines": {
-        "node": ">=18.0.0"
+        "node": ">=20.0.0"
       }
     },
     "node_modules/@firebase/data-connect": {
-      "version": "0.3.9",
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       "resolved": "https://registry.npmjs.org/process/-/process-0.11.10.tgz",
       "integrity": "sha512-cdGef/drWFoydD1JsMzuFf8100nZl+GT+yacc2bEced5f9Rjk4z+WtFUTBu9PhOi9j/jfmBPu0mMEY4wIdAF8A==",
+      "license": "MIT",
       "engines": {
         "node": ">= 0.6.0"
       }
@@ -9571,6 +10141,67 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/rimraf": {
+      "version": "5.0.10",
+      "resolved": "https://registry.npmjs.org/rimraf/-/rimraf-5.0.10.tgz",
+      "integrity": "sha512-l0OE8wL34P4nJH/H2ffoaniAokM2qSmrtXHmlpvYr5AVVX8msAyW0l8NVJFDxlSK4u3Uh/f41cQheDVdnYijwQ==",
+      "license": "ISC",
+      "dependencies": {
+        "glob": "^10.3.7"
+      },
+      "bin": {
+        "rimraf": "dist/esm/bin.mjs"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/isaacs"
+      }
+    },
+    "node_modules/rimraf/node_modules/glob": {
+      "version": "10.5.0",
+      "resolved": "https://registry.npmjs.org/glob/-/glob-10.5.0.tgz",
+      "integrity": "sha512-DfXN8DfhJ7NH3Oe7cFmu3NCu1wKbkReJ8TorzSAFbSKrlNaQSKfIzqYqVY8zlbs2NLBbWpRiU52GX2PbaBVNkg==",
+      "license": "ISC",
+      "dependencies": {
+        "foreground-child": "^3.1.0",
+        "jackspeak": "^3.1.2",
+        "minimatch": "^9.0.4",
+        "minipass": "^7.1.2",
+        "package-json-from-dist": "^1.0.0",
+        "path-scurry": "^1.11.1"
+      },
+      "bin": {
+        "glob": "dist/esm/bin.mjs"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/isaacs"
+      }
+    },
+    "node_modules/router": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/router/-/router-2.2.0.tgz",
+      "integrity": "sha512-nLTrUKm2UyiL7rlhapu/Zl45FwNgkZGaCpZbIHajDYgwlJCOzLSk+cIPAnsEqV955GjILJnKbdQC1nVPz+gAYQ==",
+      "license": "MIT",
+      "dependencies": {
+        "debug": "^4.4.0",
+        "depd": "^2.0.0",
+        "is-promise": "^4.0.0",
+        "parseurl": "^1.3.3",
+        "path-to-regexp": "^8.0.0"
+      },
+      "engines": {
+        "node": ">= 18"
+      }
+    },
+    "node_modules/router/node_modules/path-to-regexp": {
+      "version": "8.3.0",
+      "resolved": "https://registry.npmjs.org/path-to-regexp/-/path-to-regexp-8.3.0.tgz",
+      "integrity": "sha512-7jdwVIRtsP8MYpdXSwOS0YdD0Du+qOoF/AEPIt88PcCFrZCzx41oxku1jD88hZBwbNUIEfpqvuhjFaMAqMTWnA==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
     "node_modules/run-parallel": {
       "version": "1.2.0",
       "resolved": "https://registry.npmjs.org/run-parallel/-/run-parallel-1.2.0.tgz",
@@ -10068,6 +10699,21 @@
         "node": ">=8"
       }
     },
+    "node_modules/string-width-cjs": {
+      "name": "string-width",
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "license": "MIT",
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/string.prototype.padend": {
       "version": "3.1.6",
       "resolved": "https://registry.npmjs.org/string.prototype.padend/-/string.prototype.padend-3.1.6.tgz",
@@ -10153,6 +10799,19 @@
         "node": ">=8"
       }
     },
+    "node_modules/strip-ansi-cjs": {
+      "name": "strip-ansi",
+      "version": "6.0.1",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
+      "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+      "license": "MIT",
+      "dependencies": {
+        "ansi-regex": "^5.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/strip-bom": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/strip-bom/-/strip-bom-4.0.0.tgz",
@@ -10644,30 +11303,11 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
-    "node_modules/undici": {
-      "version": "5.29.0",
-      "resolved": "https://registry.npmjs.org/undici/-/undici-5.29.0.tgz",
-      "integrity": "sha512-raqeBD6NQK4SkWhQzeYKd1KmIG6dllBOTt55Rmkt4HtI9mwdWtJljnrXjAFUBLTSN67HWrOIZ3EPF4kjUw80Bg==",
-      "dependencies": {
-        "@fastify/busboy": "^2.0.0"
-      },
-      "engines": {
-        "node": ">=14.0"
-      }
-    },
     "node_modules/undici-types": {
       "version": "7.8.0",
       "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.8.0.tgz",
       "integrity": "sha512-9UJ2xGDvQ43tYyVMpuHlsgApydB8ZKfVYTsLDhXkFL/6gfkp+U8xTGdh8pMJv1SpZna0zxG1DwsKZsreLbXBxw=="
     },
-    "node_modules/undici/node_modules/@fastify/busboy": {
-      "version": "2.1.1",
-      "resolved": "https://registry.npmjs.org/@fastify/busboy/-/busboy-2.1.1.tgz",
-      "integrity": "sha512-vBZP4NlzfOlerQTnba4aqZoMhE/a9HY7HRqoOPaETQcSQuWEIyZMHGfVu6w9wGtGK5fED5qRs2DteVCjOH60sA==",
-      "engines": {
-        "node": ">=14"
-      }
-    },
     "node_modules/unicorn-magic": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/unicorn-magic/-/unicorn-magic-0.1.0.tgz",
@@ -10730,6 +11370,7 @@
       "version": "0.12.5",
       "resolved": "https://registry.npmjs.org/util/-/util-0.12.5.tgz",
       "integrity": "sha512-kZf/K6hEIrWHI6XqOFUiiMa+79wE/D8Q+NCNAWclkyg3b4d2k7s0QGepNjiABc+aR3N1PAyHL7p6UcLY6LmrnA==",
+      "license": "MIT",
       "dependencies": {
         "inherits": "^2.0.3",
         "is-arguments": "^1.0.4",
@@ -10810,7 +11451,8 @@
     "node_modules/web-vitals": {
       "version": "4.2.4",
       "resolved": "https://registry.npmjs.org/web-vitals/-/web-vitals-4.2.4.tgz",
-      "integrity": "sha512-r4DIlprAGwJ7YM11VZp4R884m0Vmgr6EAKe3P+kO0PPj3Unqyvv59rczf6UiGcb9Z8QxZVcqKNwv/g0WNdWwsw=="
+      "integrity": "sha512-r4DIlprAGwJ7YM11VZp4R884m0Vmgr6EAKe3P+kO0PPj3Unqyvv59rczf6UiGcb9Z8QxZVcqKNwv/g0WNdWwsw==",
+      "license": "Apache-2.0"
     },
     "node_modules/webidl-conversions": {
       "version": "3.0.1",
@@ -10970,6 +11612,24 @@
         "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
       }
     },
+    "node_modules/wrap-ansi-cjs": {
+      "name": "wrap-ansi",
+      "version": "7.0.0",
+      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "string-width": "^4.1.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
     "node_modules/wrappy": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
@@ -11040,17 +11700,16 @@
       }
     },
     "node_modules/youtubei.js": {
-      "version": "14.0.0",
-      "resolved": "https://registry.npmjs.org/youtubei.js/-/youtubei.js-14.0.0.tgz",
-      "integrity": "sha512-KAFttOw+9fwwBUvBc1T7KzMNBLczDOuN/dfote8BA9CABxgx8MPgV+vZWlowdDB6DnHjSUYppv+xvJ4VNBLK9A==",
+      "version": "16.0.1",
+      "resolved": "https://registry.npmjs.org/youtubei.js/-/youtubei.js-16.0.1.tgz",
+      "integrity": "sha512-3802bCAGkBc2/G5WUTc0l/bO5mPYJbQAHL04d9hE9PnrDHoBUT8MN721Yqt4RCNncAXdHcfee9VdJy3Fhq1r5g==",
       "funding": [
         "https://github.com/sponsors/LuanRT"
       ],
+      "license": "MIT",
       "dependencies": {
         "@bufbuild/protobuf": "^2.0.0",
-        "jintr": "^3.3.1",
-        "tslib": "^2.5.0",
-        "undici": "^5.19.1"
+        "meriyah": "^6.1.4"
       }
     }
   }
diff --git a/functions/package.json b/functions/package.json
index a87cc2b..680a449 100644
--- a/functions/package.json
+++ b/functions/package.json
@@ -22,17 +22,17 @@
   },
   "main": "lib/index.js",
   "dependencies": {
-    "@google-cloud/functions-framework": "^4.0.0",
-    "@google-cloud/pubsub": "^5.0.0",
-    "@google-cloud/translate": "^9.1.0",
+    "@google-cloud/functions-framework": "^4.0.1",
+    "@google-cloud/pubsub": "^5.2.0",
+    "@google-cloud/translate": "^9.3.0",
     "@types/node-gzip": "^1.1.3",
     "ajv": "^8.17.1",
     "cross-env": "^7.0.3",
     "csv-parse": "^5.5.6",
     "csv-stringify": "^6.5.0",
     "date-fns": "^4.1.0",
-    "firebase": "^11.0.2",
-    "firebase-admin": "^13.0.1",
+    "firebase": "^12.6.0",
+    "firebase-admin": "^13.6.0",
     "firebase-functions": "^6.4.0",
     "json-schema-to-ts": "^3.1.0",
     "langs": "^2.0.0",
@@ -40,7 +40,7 @@
     "lzma-native": "^8.0.6",
     "sentence-splitter": "^5.0.0",
     "source-map-support": "^0.5.21",
-    "youtubei.js": "^14.0.0"
+    "youtubei.js": "^16.0.1"
   },
   "devDependencies": {
     "@types/express": "^5.0.0",
diff --git a/functions/src/metadata.ts b/functions/src/metadata.ts
index b5f467f..6405f8c 100644
--- a/functions/src/metadata.ts
+++ b/functions/src/metadata.ts
@@ -1,13 +1,13 @@
 import * as Constants from 'config/constants';
 import { decodeDate } from 'common/params';
 import { getCategoryPublicDb, jsonOnRequest } from "./utils/firebase";
-import { getMatchingMetdata, setMetadata } from "./utils/metadata";
+import { getMatchingMetdata, setMetadata, scrapeMetadata, unindexMetadata } from "./utils/metadata";
 import { makeResponseJson } from "./utils/response";
 import { sanitizeCategory } from "./utils/path";
 import { validateObj } from './utils/validation';
 
-import type { CategoryId, VideoId, VideoMetadata } from "common/params";
-import type { MatchOptions } from "./utils/metadata";
+import type { CategoryId, VideoId } from "common/params";
+import type { StoredMetadata, MatchOptions } from "./utils/metadata";
 
 async function getMetadata(req, res) {
   const category = sanitizeCategory(req.query.category);
@@ -63,7 +63,35 @@ async function replaceMetadata(req, res) {
   return res.status(200).send(makeResponseJson(true, "ok"));
 }
 
-async function getMetadataForVideo(category: CategoryId, videoId: VideoId) : Promise<VideoMetadata> {
+async function rescrapeMetadata(req, res) {
+  const authCodeErrors = validateObj(req.body, 'authCodeParam');
+  if (authCodeErrors.length) {
+    return res.status(401).send(makeResponseJson(false, authCodeErrors.join(', ')));
+  }
+
+  const requestErrors = validateObj(req.body, 'scrapeMetadataRequest');
+  if (requestErrors.length) {
+    console.log("Failed validation: ", requestErrors);
+    return res.status(400).send(makeResponseJson(false, requestErrors.join(', ')));
+  }
+
+  const videoId = req.body.video_id;
+  const category = req.body.category;
+
+  const oldMetadata = await getMetadataForVideo(category, videoId);
+  if (!oldMetadata) {
+    return res.status(404).send(makeResponseJson(false, `Could not find ${videoId} in ${category}`));
+  }
+
+  const newMetadata = await scrapeMetadata(videoId);
+
+  console.log(`Redoing metadata for ${category} ${videoId}, ${newMetadata.title} ${newMetadata.publish_date}`)
+  await unindexMetadata(category, oldMetadata)
+  await setMetadata(category, newMetadata)
+  return res.status(200).send(makeResponseJson(true, "ok"));
+}
+
+async function getMetadataForVideo(category: CategoryId, videoId: VideoId) : Promise<StoredMetadata> {
   return (await getCategoryPublicDb(category, 'metadata', videoId).once("value")).val();
 }
 
@@ -74,6 +102,8 @@ export const metadata = jsonOnRequest(
       return getMetadata(req, res);
     } else if (req.method === "POST") {
       return replaceMetadata(req, res);
+    } else if (req.method === "PUT") {
+      return rescrapeMetadata(req, res);
     }
 
     return res.status(405).send(makeResponseJson(false, "Method Not Allowed"));
diff --git a/functions/src/transcript.test.ts b/functions/src/transcript.test.ts
index 68dfdbb..e83c7f8 100644
--- a/functions/src/transcript.test.ts
+++ b/functions/src/transcript.test.ts
@@ -29,4 +29,19 @@ describe('transcript', () => {
     const responseJson = await response.json();
     expect(responseJson.ok).toStrictEqual(true);
   });
+  it('PUT sets transcript without metadata', async () => {
+    const transcript = TestingUtils.DATA_WHISPERX_TRANSCRIPT;
+    const response = await TestingUtils.fetchEndpoint(
+        'transcript',
+        'PUT',
+        { user_id: TestingUtils.FAKE_USER_ID,
+          auth_code: TestingUtils.FAKE_AUTH_CODE,
+          category: 'sps-board',
+          video_id: 'MT2zjpRbQJA',
+          transcripts: {[transcript.language]: transcript},
+        });
+    expect(response.status).toStrictEqual(200);
+    const responseJson = await response.json();
+    expect(responseJson.ok).toStrictEqual(true);
+  });
 });
diff --git a/functions/src/transcript.ts b/functions/src/transcript.ts
index 8fa7ce1..dcedd57 100644
--- a/functions/src/transcript.ts
+++ b/functions/src/transcript.ts
@@ -2,8 +2,8 @@ import * as Constants from 'config/constants';
 import langs from 'langs';
 import { DiarizedTranscript } from 'common/transcript';
 import { getAuthCode, jsonOnRequest } from './utils/firebase';
-import { setMetadata } from './utils/metadata';
 import { getStorageAccessor } from './utils/storage';
+import { scrapeMetadata, setMetadata } from './utils/metadata';
 import { makeResponseJson } from './utils/response';
 import { validateObj } from './utils/validation';
 
@@ -12,6 +12,14 @@ import type { Iso6393Code, VideoId } from 'common/params';
 
 const LANGUAGES = new Set<Iso6393Code>(["eng"]);
 
+async function ensureMetadata(req, videoId) {
+  // If there is a manually constructed metadata, just send it.
+  if (req.body.metadata) {
+    return req.body.metadata;
+  }
+  return await scrapeMetadata(videoId);
+}
+
 async function uploadTrancript(req, res) {
   const authCodeErrors = validateObj(req.body, 'authCodeParam');
   if (authCodeErrors.length) {
@@ -35,6 +43,7 @@ async function uploadTrancript(req, res) {
     return res.status(400).send(makeResponseJson(false, requestErrors.join(', ')));
   }
 
+  const videoId = req.body.video_id;
   const transcripts = req.body.transcripts || {};
   for (const iso6391Lang of Object.keys(transcripts)) {
     const lang : Iso6393Code = langs.where('1', iso6391Lang)['3'];
@@ -47,21 +56,19 @@ async function uploadTrancript(req, res) {
 
   for (const [iso6391Lang, whisperXTranscript] of Object.entries(transcripts) as [Iso6393Code, WhisperXTranscript][]) {
     const lang : Iso6393Code = langs.where('1', iso6391Lang)['3'];
-    console.log("Saved video: ", req.body.video_id, " language: ", lang);
+    console.log("Saved video: ", videoId, " language: ", lang);
     const diarizedTranscript = await DiarizedTranscript.fromWhisperX(
-        req.body.category, req.body.video_id, whisperXTranscript);
+        req.body.category, videoId, whisperXTranscript);
     diarizedTranscript.writeSentenceTable(getStorageAccessor(), lang);
     diarizedTranscript.writeDiarizedTranscript(getStorageAccessor());
   }
 
-  if (!req.body.metadata) {
-    console.warn("No metadata! May not be indexed!");
-  } else {
-    if (!(await setMetadata(req.body.category, req.body.metadata))) {
-      console.log("Failed setting metadata: ", req.body.metadata);
-      res.status(500).send(makeResponseJson(false, "Unable to set metadata"));
-      return;
-    }
+  const metadata = await ensureMetadata(req, videoId);
+
+  if (!(await setMetadata(req.body.category, metadata))) {
+    console.log("Failed setting metadata: ", metadata);
+    res.status(500).send(makeResponseJson(false, "Unable to set metadata"));
+    return;
   }
 
   res.status(200).send(makeResponseJson(true, "update done"));
diff --git a/functions/src/utils/metadata.ts b/functions/src/utils/metadata.ts
index 93d25c8..5b916a5 100644
--- a/functions/src/utils/metadata.ts
+++ b/functions/src/utils/metadata.ts
@@ -1,4 +1,5 @@
 import { getCategoryPublicDb } from 'utils/firebase';
+import { getVideo } from "../youtube";
 import { parseISO } from 'date-fns';
 
 import type { CategoryId, VideoId, VideoMetadata } from 'common/params';
@@ -47,6 +48,32 @@ export async function indexMetadata(category : CategoryId, metadata : StoredMeta
   getCategoryPublicDb(category, PUBLISHED_INDEX_PATH, makePublishedIndexKey(metadata)).set(metadata);
 }
 
+export async function unindexMetadata(category : CategoryId, metadata : StoredMetadata) {
+  console.log("Writing index for ", metadata.video_id);
+  getCategoryPublicDb(category, PUBLISHED_INDEX_PATH, makePublishedIndexKey(metadata)).remove();
+}
+
+function getPublishDate(videoInfo) {
+  const dateString = videoInfo.primary_info?.published?.text;
+  if (dateString === undefined) {
+    return new Date();
+  }
+  return new Date(dateString);
+}
+
+export async function scrapeMetadata(videoId : VideoId) : Promise<StoredMetadata> {
+  const videoInfo = await getVideo(videoId);
+  const metadata = {
+    video_id: videoId,
+    channel_id: videoInfo.basic_info.channel?.url ?? "",
+    title: videoInfo.basic_info.title ?? "missing title",
+    description: videoInfo.secondary_info?.description?.text ?? videoInfo.basic_info.short_description ?? "missing description",
+    publish_date: getPublishDate(videoInfo).toISOString(),
+  }
+
+  return metadata;
+}
+
 export async function setMetadata(category : CategoryId, m: StoredMetadata) {
   // TODO: Validate metdata.
   if (!m|| !m.video_id) {
diff --git a/functions/src/utils/validation.ts b/functions/src/utils/validation.ts
index b216cba..2bbf806 100644
--- a/functions/src/utils/validation.ts
+++ b/functions/src/utils/validation.ts
@@ -112,6 +112,16 @@ export const Schemas = {
     },
   },
 
+  scrapeMetadataRequest : {
+    type: "object",
+    required: [ "category", "video_id" ],
+
+    properties: {
+      category: { "$ref": "category" },
+      video_id: { "$ref": "videoId" },
+    },
+  },
+
   // TODO: Remove these.
   reqCategory: {
     type: "object",
diff --git a/functions/src/video_queue.ts b/functions/src/video_queue.ts
index 6556cdf..9e35d69 100644
--- a/functions/src/video_queue.ts
+++ b/functions/src/video_queue.ts
@@ -47,7 +47,7 @@ async function findNewVideos(req, res) {
       const new_video_ids = {};
 
       for (const vid of await getVideosForCategory(category)) {
-        if (req.body.limit && ++limit > req.body.limit) {
+        if (req.body?.limit && ++limit > req.body.limit) {
           break;
         }
 
diff --git a/functions/src/youtube.ts b/functions/src/youtube.ts
index 2178a6c..b5dbd42 100644
--- a/functions/src/youtube.ts
+++ b/functions/src/youtube.ts
@@ -1,5 +1,8 @@
 import * as Constants from 'config/constants';
-import { Innertube, YTNodes } from 'youtubei.js';
+import { Innertube } from 'youtubei.js';
+
+import type { YTNodes } from 'youtubei.js';
+import type { VideoId } from "common/params";
 
 let global_youtube : Innertube | null;
 
@@ -12,6 +15,11 @@ async function getYoutube() {
   return global_youtube;
 }
 
+export async function getVideo(videoId : VideoId) {
+  const youtube = await getYoutube();
+  return await youtube.getInfo(videoId);
+}
+
 export async function getVideosForCategory(category : string) : Promise<Video[]> {
   const youtube = await getYoutube();
 
diff --git a/tools/process_new_vids/Dockerfile b/tools/process_new_vids/Dockerfile
index 5d1225e..d19c207 100644
--- a/tools/process_new_vids/Dockerfile
+++ b/tools/process_new_vids/Dockerfile
@@ -30,6 +30,8 @@ EOF
 
 # Use int8 compute type just to make whisperx always complete at this step.
 RUN --mount=type=secret,id=HF_TOKEN <<EOF
+  pip install --upgrade transformers
+  pip install tokenizers
   whisperx --model=large-v3-turbo --language=en --thread=4 --hf_token=$(cat /run/secrets/HF_TOKEN) --diarize --output_form=json --compute_type=int8 --output_dir=/tmp -- prime_model.mp4
 EOF
 
diff --git a/tools/process_new_vids/requirements.txt b/tools/process_new_vids/requirements.txt
index f7e6eb9..1b27e67 100644
--- a/tools/process_new_vids/requirements.txt
+++ b/tools/process_new_vids/requirements.txt
@@ -1,2 +1,2 @@
 requests
-pytubefix @ git+https://github.com/JuanBindez/pytubefix@71401b44045b1d92420cd6140554000533028e6f
+pytubefix==10.3.5
diff --git a/tools/process_new_vids/transcribe_worker.py b/tools/process_new_vids/transcribe_worker.py
index ba3c9b1..f53d09c 100755
--- a/tools/process_new_vids/transcribe_worker.py
+++ b/tools/process_new_vids/transcribe_worker.py
@@ -6,7 +6,6 @@
 from time import sleep
 
 import argparse
-from datetime import datetime
 import json
 import os
 import pathlib
@@ -28,48 +27,6 @@
 }
 
 
-def raw_get_description(video):
-    """Scrape out description from the video metadata or return null.
-
-    Sometimes the video description is not in video_info. This happens with
-    title too. The below is a copy/paste of the code for finding the title
-    from the videoMetadata field except it looks for description.
-    """
-
-    try:
-        if video.description is not None:
-            return video.description
-    except Exception as e:
-        # Just fall through to backup.
-        logger.debug("Primary description parsing failed: ", e)
-        pass
-
-    if 'singleColumnWatchNextResults' in video.vid_details['contents']:
-        contents = video.vid_details['contents'][
-            'singleColumnWatchNextResults'][
-            'results'][
-            'results'][
-            'contents'][0][
-            'itemSectionRenderer'][
-            'contents'][0]
-
-        if 'videoMetadataRenderer' in contents:
-            vmr = contents['videoMetadataRenderer']
-            if 'description' in vmr:
-                return vmr['description']['runs'][0]['text']
-
-
-def get_description(video):
-    try:
-        description = raw_get_description(video)
-        if description is None:
-            logger.warning("No description")
-            return ""
-    except Exception as e:
-        logger.warning("Unable to generate description ", e)
-        return ""
-
-
 def make_endpoint_url(endpoint):
     api_url = os.environ['API_BASE_URL']
     return f"https://{endpoint}-{api_url}"
@@ -144,23 +101,6 @@ def process_vids(vid_list, args):
                             use_oauth=True, allow_oauth_cache=True,
                             token_file=YT_TOKEN_FILE)
 
-            # Create metadata struct early in case there are formatting issues.
-            # This way the script can abort before the youtube scrapes of
-            # expensive whipserx calls.
-            publish_date = video.publish_date
-            if publish_date is None:
-                # If publish date scraping breaks for some reasons...which
-                # randomly happens for months... use now.
-                publish_date = datetime.now()
-
-            metadata = {
-                'title': video.title,
-                'video_id': video.video_id,
-                'channel_id': video.channel_id,
-                'description': get_description(video),
-                'publish_date': publish_date.isoformat(),
-            }
-
             audio_streams = video.streams.filter(
                 only_audio=True).order_by('abr')
             audio_streams.first().download(
@@ -200,7 +140,6 @@ def process_vids(vid_list, args):
                 'category': category,
                 'transcripts': {transcript_obj["language"]:
                                 transcript_obj},
-                'metadata': metadata,
                 'video_id': video_id
             })
             response = requests.put(
@@ -210,7 +149,6 @@ def process_vids(vid_list, args):
                     'category': category,
                     'transcripts': {transcript_obj["language"]:
                                     transcript_obj},
-                    'metadata': metadata,
                     'video_id': video_id
                 })
 

From dff343d167307600ef462185147f2a9e405f1bdc Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Sun, 23 Nov 2025 23:46:30 -0800
Subject: [PATCH 11/28] fix null error and extend memory

---
 functions/src/transcript.ts  | 2 +-
 functions/src/video_queue.ts | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/functions/src/transcript.ts b/functions/src/transcript.ts
index dcedd57..2d4b6fb 100644
--- a/functions/src/transcript.ts
+++ b/functions/src/transcript.ts
@@ -91,7 +91,7 @@ async function downloadTranscript(req, res) {
 }
 
 const transcript = jsonOnRequest(
-  {cors: true, region: [Constants.GCP_REGION]},
+  {cors: true, region: [Constants.GCP_REGION], memory: '512MiB' },
   async (req, res) => {
     if (req.method === "GET") {
       return downloadTranscript(req, res);
diff --git a/functions/src/video_queue.ts b/functions/src/video_queue.ts
index 9e35d69..3435061 100644
--- a/functions/src/video_queue.ts
+++ b/functions/src/video_queue.ts
@@ -64,7 +64,7 @@ async function findNewVideos(req, res) {
       console.error(`Failed youtube scrape for ${category} ${e}`);
     }
 
-    all_queued_videos.push(...Object.keys((await getCategoryPrivateDb(category).child("new_vids").once("value")).val()));
+    all_queued_videos.push(...Object.keys((await getCategoryPrivateDb(category).child("new_vids").once("value")).val() ?? {}));
   }
 
 

From 292e2b80afbb11206600fda450b5413480a050fd Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Sun, 23 Nov 2025 23:51:01 -0800
Subject: [PATCH 12/28] Use corrent masterkey variable name

---
 tools/search/recreate_index.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tools/search/recreate_index.sh b/tools/search/recreate_index.sh
index 8c1a0de..321a9ad 100755
--- a/tools/search/recreate_index.sh
+++ b/tools/search/recreate_index.sh
@@ -24,7 +24,7 @@ do
 done
 
 # Register the key UID. The same (Master Key, UID) pair will generate the same key.
-until curl --silent -X POST -H "Content-Type: application/json" --data-binary '{"name":"Transcript Front Search", "description":"Transcript Frontend Search Access", "uid": "fa82128d-a898-42ca-86eb-0e056195a111", "actions": ["search"], "indexes":["*"], "expiresAt": null}' -H "Authorization: Bearer $MASTER_KEY" -s -f -o /dev/null "http://127.0.0.1:7700/keys"
+until curl --silent -X POST -H "Content-Type: application/json" --data-binary '{"name":"Transcript Front Search", "description":"Transcript Frontend Search Access", "uid": "fa82128d-a898-42ca-86eb-0e056195a111", "actions": ["search"], "indexes":["*"], "expiresAt": null}' -H "Authorization: Bearer $MEILISEARCH_MASTER_KEY" -s -f -o /dev/null "http://127.0.0.1:7700/keys"
 do
   sleep 1
 done

From 11cb552516accba0b2322ae0a1c5cf49c5be745e Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Mon, 24 Nov 2025 00:27:05 -0800
Subject: [PATCH 13/28] use MEILISEARCH_MASTER_KEY uniformly in all areas

---
 tools/search/client.mts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tools/search/client.mts b/tools/search/client.mts
index 041cf05..04145c2 100644
--- a/tools/search/client.mts
+++ b/tools/search/client.mts
@@ -5,7 +5,7 @@ export const client = new MeiliSearch({
   //host: 'https://meilisearch-rdcihhc4la-uw.a.run.app',
 //  apiKey: 'fcb72b464bc4d53e1e6b69a315607874daf5e9880b5f41c1bda96a4172dc3518', // Read
   //apiKey: '4b1daea39477fa19f03762276bf69fd3ce1618ee5fd7a9bd97ff5d5999e4c7d0', // Write
-  apiKey: process.env.MASTER_KEY,
+  apiKey: process.env.MEILISEARCH_MASTER_KEY,
 });
 
 export function getIndexName(category: CategoryId, lang: Iso6393Code) {

From ac5b557508a22876c1fcf5d9ed7b646e7bbaaba2 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Mon, 24 Nov 2025 23:39:14 -0800
Subject: [PATCH 14/28] Call wait from the client

---
 functions/src/metadata.ts       | 4 ++--
 functions/src/utils/metadata.ts | 1 +
 tools/search/client.mts         | 8 ++++++--
 tools/search/index.mts          | 4 ++--
 4 files changed, 11 insertions(+), 6 deletions(-)

diff --git a/functions/src/metadata.ts b/functions/src/metadata.ts
index 6405f8c..06d5c10 100644
--- a/functions/src/metadata.ts
+++ b/functions/src/metadata.ts
@@ -88,7 +88,7 @@ async function rescrapeMetadata(req, res) {
   console.log(`Redoing metadata for ${category} ${videoId}, ${newMetadata.title} ${newMetadata.publish_date}`)
   await unindexMetadata(category, oldMetadata)
   await setMetadata(category, newMetadata)
-  return res.status(200).send(makeResponseJson(true, "ok"));
+  return res.status(200).send(makeResponseJson(true, "ok", {oldMetadata, newMetadata}));
 }
 
 async function getMetadataForVideo(category: CategoryId, videoId: VideoId) : Promise<StoredMetadata> {
@@ -96,7 +96,7 @@ async function getMetadataForVideo(category: CategoryId, videoId: VideoId) : Pro
 }
 
 export const metadata = jsonOnRequest(
-  {cors: true, region: [Constants.GCP_REGION]},
+  {cors: true, region: [Constants.GCP_REGION], memory: "512MiB"},
   async (req, res) => {
     if (req.method === "GET") {
       return getMetadata(req, res);
diff --git a/functions/src/utils/metadata.ts b/functions/src/utils/metadata.ts
index 5b916a5..644e25a 100644
--- a/functions/src/utils/metadata.ts
+++ b/functions/src/utils/metadata.ts
@@ -63,6 +63,7 @@ function getPublishDate(videoInfo) {
 
 export async function scrapeMetadata(videoId : VideoId) : Promise<StoredMetadata> {
   const videoInfo = await getVideo(videoId);
+  console.log(videoInfo.basic_info)
   const metadata = {
     video_id: videoId,
     channel_id: videoInfo.basic_info.channel?.url ?? "",
diff --git a/tools/search/client.mts b/tools/search/client.mts
index 04145c2..8a0611c 100644
--- a/tools/search/client.mts
+++ b/tools/search/client.mts
@@ -8,6 +8,9 @@ export const client = new MeiliSearch({
   apiKey: process.env.MEILISEARCH_MASTER_KEY,
 });
 
+export async function waitForTask(task) {
+  await client.waitForTask(task.taskUid);
+}
 export function getIndexName(category: CategoryId, lang: Iso6393Code) {
   return`${category}-${lang}`;
 }
@@ -18,10 +21,11 @@ export function getIndex(category: CategoryId, lang: Iso6393Code) {
 
 export async function deleteIndex(category: CategoryId, lang: Iso6393Code) {
   const task = await client.deleteIndex(getIndexName(category, lang));
-  await client.waitForTask(task.taskUid);
+  await waitForTask(task);
 }
 
 export async function createIndex(category: CategoryId, lang: Iso6393Code) {
   const task = await client.createIndex(getIndexName(category, lang), {primaryKey: 'id'});
-  await client.waitForTask(task.taskUid);
+  await waitForTask(task);
 }
+
diff --git a/tools/search/index.mts b/tools/search/index.mts
index 00f6f72..f38a67b 100644
--- a/tools/search/index.mts
+++ b/tools/search/index.mts
@@ -1,6 +1,6 @@
 import { DiarizedTranscript } from 'common/transcript';
 import { FirebaseWebClientStorageAccessor } from 'utilities/client/storage';
-import { getIndex } from './client.mts';
+import { getIndex, waitForTask } from './client.mts';
 import { getSpeakerControlInfo, getSpeakerAttributes } from 'utilities/client/speaker';
 
 import type { CategoryId, VideoId, VideoMetadata } from 'common/params';
@@ -23,7 +23,7 @@ async function insertDocs(category: CategoryId,
     // documents have both "id" and "videoId" and the former is our primary ley.
     primaryKey: 'id'
   });
-  const result = await index.waitForTask(task.taskUid);
+  const result = await waitForTask(task);
   console.log(result);
 }
 

From a6360771a84e0317554accd21473d767e01fa447 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Tue, 25 Nov 2025 00:13:10 -0800
Subject: [PATCH 15/28] New version of meilisearch js api

---
 tools/search/client.mts | 9 ++-------
 tools/search/index.mts  | 5 ++---
 2 files changed, 4 insertions(+), 10 deletions(-)

diff --git a/tools/search/client.mts b/tools/search/client.mts
index 8a0611c..df5b070 100644
--- a/tools/search/client.mts
+++ b/tools/search/client.mts
@@ -8,9 +8,6 @@ export const client = new MeiliSearch({
   apiKey: process.env.MEILISEARCH_MASTER_KEY,
 });
 
-export async function waitForTask(task) {
-  await client.waitForTask(task.taskUid);
-}
 export function getIndexName(category: CategoryId, lang: Iso6393Code) {
   return`${category}-${lang}`;
 }
@@ -20,12 +17,10 @@ export function getIndex(category: CategoryId, lang: Iso6393Code) {
 }
 
 export async function deleteIndex(category: CategoryId, lang: Iso6393Code) {
-  const task = await client.deleteIndex(getIndexName(category, lang));
-  await waitForTask(task);
+  await client.deleteIndex(getIndexName(category, lang)).waitTask();
 }
 
 export async function createIndex(category: CategoryId, lang: Iso6393Code) {
-  const task = await client.createIndex(getIndexName(category, lang), {primaryKey: 'id'});
-  await waitForTask(task);
+  await client.createIndex(getIndexName(category, lang), {primaryKey: 'id'}).waitTask();
 }
 
diff --git a/tools/search/index.mts b/tools/search/index.mts
index f38a67b..659520e 100644
--- a/tools/search/index.mts
+++ b/tools/search/index.mts
@@ -1,6 +1,6 @@
 import { DiarizedTranscript } from 'common/transcript';
 import { FirebaseWebClientStorageAccessor } from 'utilities/client/storage';
-import { getIndex, waitForTask } from './client.mts';
+import { getIndex } from './client.mts';
 import { getSpeakerControlInfo, getSpeakerAttributes } from 'utilities/client/speaker';
 
 import type { CategoryId, VideoId, VideoMetadata } from 'common/params';
@@ -22,8 +22,7 @@ async function insertDocs(category: CategoryId,
   const task = await index.addDocuments(documents, {
     // documents have both "id" and "videoId" and the former is our primary ley.
     primaryKey: 'id'
-  });
-  const result = await waitForTask(task);
+  }).waitTask();
   console.log(result);
 }
 

From 07e66a7e5519e632f898dcae9775754425613115 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Tue, 25 Nov 2025 00:22:55 -0800
Subject: [PATCH 16/28] debugging one line at a time

---
 tools/search/index.mts | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tools/search/index.mts b/tools/search/index.mts
index 659520e..7b4654c 100644
--- a/tools/search/index.mts
+++ b/tools/search/index.mts
@@ -23,7 +23,6 @@ async function insertDocs(category: CategoryId,
     // documents have both "id" and "videoId" and the former is our primary ley.
     primaryKey: 'id'
   }).waitTask();
-  console.log(result);
 }
 
 function makeId(videoId, start) {

From 80cd74e011e72857aaef7b47d773fdf38adcde0d Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Wed, 3 Dec 2025 21:41:06 -0800
Subject: [PATCH 17/28] Upgrade to latest react@19 and next@16 to handle
 CVE-2025-55182

---
 app/[category]/v/[videoId]/page.tsx |    5 +-
 components/SearchResult.tsx         |    2 +
 next-env.d.ts                       |    1 +
 package-lock.json                   | 8409 +++++++++++++++++----------
 package.json                        |    7 +-
 tsconfig.json                       |   26 +-
 6 files changed, 5421 insertions(+), 3029 deletions(-)

diff --git a/app/[category]/v/[videoId]/page.tsx b/app/[category]/v/[videoId]/page.tsx
index 345bb62..3a7dd12 100644
--- a/app/[category]/v/[videoId]/page.tsx
+++ b/app/[category]/v/[videoId]/page.tsx
@@ -2,7 +2,10 @@ import IndexWithLang from './[lang]/page';
 
 import type { VideoParams } from './[lang]/page';
 
-export { generateMetadata, dynamic, revalidate } from './[lang]/page';
+export { generateMetadata } from './[lang]/page';
+
+export const dynamic = 'force-static';
+export const revalidate = 3600;
 
 export default async function NoLangVideo(props: {params: Promise<VideoParams>}) {
   const params = await props.params;
diff --git a/components/SearchResult.tsx b/components/SearchResult.tsx
index 351b5ae..5d1c50f 100644
--- a/components/SearchResult.tsx
+++ b/components/SearchResult.tsx
@@ -1,3 +1,5 @@
+'use client';
+
 import * as Constants from 'config/constants';
 import Box from '@mui/material/Box';
 import Divider from '@mui/material/Divider';
diff --git a/next-env.d.ts b/next-env.d.ts
index 1b3be08..c4b7818 100644
--- a/next-env.d.ts
+++ b/next-env.d.ts
@@ -1,5 +1,6 @@
 /// <reference types="next" />
 /// <reference types="next/image-types/global" />
+import "./.next/dev/types/routes.d.ts";
 
 // NOTE: This file should not be edited
 // see https://nextjs.org/docs/app/api-reference/config/typescript for more information.
diff --git a/package-lock.json b/package-lock.json
index fbcea3f..590b082 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -26,7 +26,6 @@
         "csv-reader": "^1.0.12",
         "csv-stringify": "^6.5.0",
         "csv-writer": "^1.6.0",
-        "danfojs": "^1.2.0",
         "date-fns": "^4.1.0",
         "distinct-colors": "^3.0.0",
         "eslint": "^9.16.0",
@@ -39,7 +38,7 @@
         "jstat": "^1.9.6",
         "langs": "^2.0.0",
         "lodash-es": "^4.17.21",
-        "next": "^15.0.3",
+        "next": "^16.0.7",
         "next-sitemap": "^4.2.3",
         "postcss": "^8.4.38",
         "react-google-recaptcha-v3": "^1.10.1",
@@ -71,8 +70,8 @@
         "jest-environment-jsdom": "^29.7.0",
         "lorem-ipsum": "^2.0.8",
         "meilisearch": "^0.51.0",
-        "react": "^19.1.0",
-        "react-dom": "^19.1.0",
+        "react": "^19.2.1",
+        "react-dom": "^19.2.1",
         "stopwords-en": "^0.3.0",
         "ts-jest": "^29.1.5",
         "ts-node": "^10.9.2",
@@ -80,28 +79,18 @@
       }
     },
     "node_modules/@adobe/css-tools": {
-      "version": "4.4.3",
-      "resolved": "https://registry.npmjs.org/@adobe/css-tools/-/css-tools-4.4.3.tgz",
-      "integrity": "sha512-VQKMkwriZbaOgVCby1UDY/LDk5fIjhQicCvVPFqfe+69fWaPWydbWJ3wRt59/YzIwda1I81loas3oCoHxnqvdA==",
-      "dev": true
-    },
-    "node_modules/@ampproject/remapping": {
-      "version": "2.3.0",
-      "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz",
-      "integrity": "sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==",
-      "dependencies": {
-        "@jridgewell/gen-mapping": "^0.3.5",
-        "@jridgewell/trace-mapping": "^0.3.24"
-      },
-      "engines": {
-        "node": ">=6.0.0"
-      }
+      "version": "4.4.4",
+      "resolved": "https://registry.npmjs.org/@adobe/css-tools/-/css-tools-4.4.4.tgz",
+      "integrity": "sha512-Elp+iwUx5rN5+Y8xLt5/GRoG20WGoDCQ/1Fb+1LiGtvwbDavuSk0jhD/eZdckHAuzcDzccnkv+rEjyWfRx18gg==",
+      "dev": true,
+      "license": "MIT"
     },
     "node_modules/@apidevtools/json-schema-ref-parser": {
       "version": "9.1.2",
       "resolved": "https://registry.npmjs.org/@apidevtools/json-schema-ref-parser/-/json-schema-ref-parser-9.1.2.tgz",
       "integrity": "sha512-r1w81DpR+KyRWd3f+rk6TNqMgedmAxZP5v5KWlXQWlgMUUtyEJch0DKEci1SorPMiSeM8XPl7MZ3miJ60JIpQg==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "@jsdevtools/ono": "^7.1.3",
         "@types/json-schema": "^7.0.6",
@@ -109,10 +98,53 @@
         "js-yaml": "^4.1.0"
       }
     },
+    "node_modules/@apphosting/build": {
+      "version": "0.1.7",
+      "resolved": "https://registry.npmjs.org/@apphosting/build/-/build-0.1.7.tgz",
+      "integrity": "sha512-zNgQGiAWDOj6c+4ylv5ej3nLGXzMAVmzCGMqlbSarHe4bvBmZ2C5GfBRdJksedP7C9pqlwTWpxU5+GSzhJ+nKA==",
+      "dev": true,
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@apphosting/common": "^0.0.9",
+        "@npmcli/promise-spawn": "^3.0.0",
+        "colorette": "^2.0.20",
+        "commander": "^11.1.0",
+        "npm-pick-manifest": "^9.0.0",
+        "ts-node": "^10.9.1"
+      },
+      "bin": {
+        "apphosting-local-build": "dist/bin/localbuild.js"
+      }
+    },
+    "node_modules/@apphosting/build/node_modules/@apphosting/common": {
+      "version": "0.0.9",
+      "resolved": "https://registry.npmjs.org/@apphosting/common/-/common-0.0.9.tgz",
+      "integrity": "sha512-ZbPZDcVhEN+8m0sf90PmQN4xWaKmmySnBSKKPaIOD0JvcDsRr509WenFEFlojP++VSxwFZDGG/TYsHs1FMMqpw==",
+      "dev": true,
+      "license": "Apache-2.0"
+    },
+    "node_modules/@apphosting/build/node_modules/commander": {
+      "version": "11.1.0",
+      "resolved": "https://registry.npmjs.org/commander/-/commander-11.1.0.tgz",
+      "integrity": "sha512-yPVavfyCcRhmorC7rWlkHn15b4wDVgVmBA7kV4QVBsF7kv/9TKJAbAXVTxvTnwP8HHKjRCJDClKbciiYS7p0DQ==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=16"
+      }
+    },
+    "node_modules/@apphosting/common": {
+      "version": "0.0.8",
+      "resolved": "https://registry.npmjs.org/@apphosting/common/-/common-0.0.8.tgz",
+      "integrity": "sha512-RJu5gXs2HYV7+anxpVPpp04oXeuHbV3qn402AdXVlnuYM/uWo7aceqmngpfp6Bi376UzRqGjfpdwFHxuwsEGXQ==",
+      "dev": true,
+      "license": "Apache-2.0"
+    },
     "node_modules/@babel/code-frame": {
       "version": "7.27.1",
       "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.27.1.tgz",
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@@ -2175,12 +2968,13 @@
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@@ -2192,17 +2986,28 @@
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       "resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-3.0.7.tgz",
       "integrity": "sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ==",
-      "dev": true
+      "dev": true,
+      "license": "ISC"
     },
     "node_modules/ws": {
       "version": "7.5.10",
       "resolved": "https://registry.npmjs.org/ws/-/ws-7.5.10.tgz",
       "integrity": "sha512-+dbF1tHwZpXcbOJdVOkzLDxZP1ailvSxM6ZweXTegylPny803bFhA+vqBYw4s31NSAk4S2Qz+AKXK9a4wkdjcQ==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=8.3.0"
       },
@@ -19040,27 +21398,17 @@
       "resolved": "https://registry.npmjs.org/xdg-basedir/-/xdg-basedir-4.0.0.tgz",
       "integrity": "sha512-PSNhEJDejZYV7h50BohL09Er9VaIefr2LMAf3OEmpCkjOi34eYyQYAXUTjEQtZJTKcF0E2UKTh+osDLsgNim9Q==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=8"
       }
     },
-    "node_modules/xlsx": {
-      "version": "0.19.3",
-      "resolved": "https://cdn.sheetjs.com/xlsx-0.19.3/xlsx-0.19.3.tgz",
-      "integrity": "sha512-8IfgFctB7fkvqkTGF2MnrDrC6vzE28Wcc1aSbdDQ+4/WFtzfS73YuapbuaPZwGqpR2e0EeDMIrFOJubQVLWFNA==",
-      "license": "Apache-2.0",
-      "bin": {
-        "xlsx": "bin/xlsx.njs"
-      },
-      "engines": {
-        "node": ">=0.8"
-      }
-    },
     "node_modules/xml-name-validator": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-4.0.0.tgz",
       "integrity": "sha512-ICP2e+jsHvAj2E2lIHxa5tjXRlKDJo4IdvPvCXbXQGdzSfmSpNVyIKMvoZHjDY9DP0zV17iI85o90vRFXNccRw==",
       "dev": true,
+      "license": "Apache-2.0",
       "engines": {
         "node": ">=12"
       }
@@ -19069,13 +21417,15 @@
       "version": "2.2.0",
       "resolved": "https://registry.npmjs.org/xmlchars/-/xmlchars-2.2.0.tgz",
       "integrity": "sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==",
-      "dev": true
+      "dev": true,
+      "license": "MIT"
     },
     "node_modules/xtend": {
       "version": "4.0.2",
       "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
       "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=0.4"
       }
@@ -19084,6 +21434,7 @@
       "version": "5.0.8",
       "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
       "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+      "license": "ISC",
       "engines": {
         "node": ">=10"
       }
@@ -19091,46 +21442,62 @@
     "node_modules/yallist": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
-      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g=="
+      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
+      "license": "ISC"
     },
     "node_modules/yaml": {
       "version": "1.10.2",
       "resolved": "https://registry.npmjs.org/yaml/-/yaml-1.10.2.tgz",
       "integrity": "sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg==",
+      "license": "ISC",
       "engines": {
         "node": ">= 6"
       }
     },
     "node_modules/yargs": {
-      "version": "17.7.2",
-      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
-      "integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
+      "version": "16.2.0",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-16.2.0.tgz",
+      "integrity": "sha512-D1mvvtDG0L5ft/jGWkLpG1+m0eQxOfaBvTNELraWj22wSVUMWxZUvYgJYcKh6jGGIkJFhH4IZPQhR4TKpc8mBw==",
+      "dev": true,
+      "license": "MIT",
       "dependencies": {
-        "cliui": "^8.0.1",
+        "cliui": "^7.0.2",
         "escalade": "^3.1.1",
         "get-caller-file": "^2.0.5",
         "require-directory": "^2.1.1",
-        "string-width": "^4.2.3",
+        "string-width": "^4.2.0",
         "y18n": "^5.0.5",
-        "yargs-parser": "^21.1.1"
+        "yargs-parser": "^20.2.2"
       },
       "engines": {
-        "node": ">=12"
+        "node": ">=10"
       }
     },
     "node_modules/yargs-parser": {
       "version": "21.1.1",
       "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
       "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "license": "ISC",
       "engines": {
         "node": ">=12"
       }
     },
+    "node_modules/yargs/node_modules/yargs-parser": {
+      "version": "20.2.9",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-20.2.9.tgz",
+      "integrity": "sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w==",
+      "dev": true,
+      "license": "ISC",
+      "engines": {
+        "node": ">=10"
+      }
+    },
     "node_modules/yn": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/yn/-/yn-3.1.1.tgz",
       "integrity": "sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=6"
       }
@@ -19139,6 +21506,7 @@
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
       "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+      "license": "MIT",
       "engines": {
         "node": ">=10"
       },
@@ -19147,10 +21515,11 @@
       }
     },
     "node_modules/yoctocolors-cjs": {
-      "version": "2.1.2",
-      "resolved": "https://registry.npmjs.org/yoctocolors-cjs/-/yoctocolors-cjs-2.1.2.tgz",
-      "integrity": "sha512-cYVsTjKl8b+FrnidjibDWskAv7UKOfcwaVZdp/it9n1s9fU3IkgDbhdIRKCW4JDsAlECJY0ytoVPT3sK6kideA==",
+      "version": "2.1.3",
+      "resolved": "https://registry.npmjs.org/yoctocolors-cjs/-/yoctocolors-cjs-2.1.3.tgz",
+      "integrity": "sha512-U/PBtDf35ff0D8X8D0jfdzHYEPFxAI7jJlxZXwCSez5M3190m+QobIfh+sWDWSHMCWWJN2AWamkegn6vr6YBTw==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=18"
       },
@@ -19162,6 +21531,7 @@
       "version": "5.5.2",
       "resolved": "https://registry.npmjs.org/youtube-player/-/youtube-player-5.5.2.tgz",
       "integrity": "sha512-ZGtsemSpXnDky2AUYWgxjaopgB+shFHgXVpiJFeNB5nWEugpW1KWYDaHKuLqh2b67r24GtP6HoSW5swvf0fFIQ==",
+      "license": "BSD-3-Clause",
       "dependencies": {
         "debug": "^2.6.6",
         "load-script": "^1.0.0",
@@ -19172,6 +21542,7 @@
       "version": "2.6.9",
       "resolved": "https://registry.npmjs.org/debug/-/debug-2.6.9.tgz",
       "integrity": "sha512-bC7ElrdJaJnPbAP+1EotYvqZsb3ecl5wi6Bfi6BJTUcNowp6cvspg0jXznRTKDjm/E7AdgFBVeAPVMNcKGsHMA==",
+      "license": "MIT",
       "dependencies": {
         "ms": "2.0.0"
       }
@@ -19179,13 +21550,15 @@
     "node_modules/youtube-player/node_modules/ms": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz",
-      "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A=="
+      "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==",
+      "license": "MIT"
     },
     "node_modules/zip-stream": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/zip-stream/-/zip-stream-6.0.1.tgz",
       "integrity": "sha512-zK7YHHz4ZXpW89AHXUPbQVGKI7uvkd3hzusTdotCg1UxyaVtg0zFJSTfW/Dq5f7OBBVnq6cZIaC8Ti4hb6dtCA==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "archiver-utils": "^5.0.0",
         "compress-commons": "^6.0.2",
@@ -19214,6 +21587,7 @@
           "url": "https://feross.org/support"
         }
       ],
+      "license": "MIT",
       "dependencies": {
         "base64-js": "^1.3.1",
         "ieee754": "^1.2.1"
@@ -19224,6 +21598,7 @@
       "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-4.7.0.tgz",
       "integrity": "sha512-oIGGmcpTLwPga8Bn6/Z75SVaH1z5dUut2ibSyAMVhmUggWpmDn2dapB0n7f8nwaSiRtepAsfJyfXIO5DCVAODg==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "abort-controller": "^3.0.0",
         "buffer": "^6.0.3",
@@ -19236,21 +21611,23 @@
       }
     },
     "node_modules/zod": {
-      "version": "3.25.58",
-      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.58.tgz",
-      "integrity": "sha512-DVLmMQzSZwNYzQoMaM3MQWnxr2eq+AtM9Hx3w1/Yl0pH8sLTSjN4jGP7w6f7uand6Hw44tsnSu1hz1AOA6qI2Q==",
+      "version": "3.25.76",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
+      "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
       "dev": true,
+      "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
     },
     "node_modules/zod-to-json-schema": {
-      "version": "3.24.5",
-      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
-      "integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
+      "version": "3.25.0",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.0.tgz",
+      "integrity": "sha512-HvWtU2UG41LALjajJrML6uQejQhNJx+JBO9IflpSja4R03iNWfKXrj6W2h7ljuLyc1nKS+9yDyL/9tD1U/yBnQ==",
       "dev": true,
+      "license": "ISC",
       "peerDependencies": {
-        "zod": "^3.24.1"
+        "zod": "^3.25 || ^4"
       }
     }
   }
diff --git a/package.json b/package.json
index 6080d4c..08ede00 100644
--- a/package.json
+++ b/package.json
@@ -34,7 +34,6 @@
     "csv-reader": "^1.0.12",
     "csv-stringify": "^6.5.0",
     "csv-writer": "^1.6.0",
-    "danfojs": "^1.2.0",
     "date-fns": "^4.1.0",
     "distinct-colors": "^3.0.0",
     "eslint": "^9.16.0",
@@ -47,7 +46,7 @@
     "jstat": "^1.9.6",
     "langs": "^2.0.0",
     "lodash-es": "^4.17.21",
-    "next": "^15.0.3",
+    "next": "^16.0.7",
     "next-sitemap": "^4.2.3",
     "postcss": "^8.4.38",
     "react-google-recaptcha-v3": "^1.10.1",
@@ -79,8 +78,8 @@
     "jest-environment-jsdom": "^29.7.0",
     "lorem-ipsum": "^2.0.8",
     "meilisearch": "^0.51.0",
-    "react": "^19.1.0",
-    "react-dom": "^19.1.0",
+    "react": "^19.2.1",
+    "react-dom": "^19.2.1",
     "stopwords-en": "^0.3.0",
     "ts-jest": "^29.1.5",
     "ts-node": "^10.9.2",
diff --git a/tsconfig.json b/tsconfig.json
index f6235a4..261932c 100644
--- a/tsconfig.json
+++ b/tsconfig.json
@@ -5,14 +5,23 @@
       "dom.iterable",
       "esnext"
     ],
-
     "baseUrl": ".",
     "paths": {
-      "styles/*": ["./styles/*"],
-      "components/*": ["./components/*"],
-      "common/*": ["./common/*"],
-      "config/*": ["./config/*"],
-      "utilities/*": ["./utilities/*"]
+      "styles/*": [
+        "./styles/*"
+      ],
+      "components/*": [
+        "./components/*"
+      ],
+      "common/*": [
+        "./common/*"
+      ],
+      "config/*": [
+        "./config/*"
+      ],
+      "utilities/*": [
+        "./utilities/*"
+      ]
     },
     "allowJs": true,
     "skipLibCheck": true,
@@ -24,7 +33,7 @@
     "moduleResolution": "node",
     "resolveJsonModule": true,
     "isolatedModules": true,
-    "jsx": "preserve",
+    "jsx": "react-jsx",
     "plugins": [
       {
         "name": "next"
@@ -37,7 +46,8 @@
     "next-env.d.ts",
     ".next/types/**/*.ts",
     "**/*.ts",
-    "**/*.tsx"
+    "**/*.tsx",
+    ".next/dev/types/**/*.ts"
   ],
   "exclude": [
     "tools/**",

From 8ac6d7bcb102599cbe84adb268ea3251df8a218d Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Wed, 3 Dec 2025 21:46:09 -0800
Subject: [PATCH 18/28] Remove old budget stuff

---
 next-env.d.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/next-env.d.ts b/next-env.d.ts
index c4b7818..9edff1c 100644
--- a/next-env.d.ts
+++ b/next-env.d.ts
@@ -1,6 +1,6 @@
 /// <reference types="next" />
 /// <reference types="next/image-types/global" />
-import "./.next/dev/types/routes.d.ts";
+import "./.next/types/routes.d.ts";
 
 // NOTE: This file should not be edited
 // see https://nextjs.org/docs/app/api-reference/config/typescript for more information.

From 97ae5e568fe8f5bd0aa5daad753a02f558db72f0 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Wed, 3 Dec 2025 22:01:07 -0800
Subject: [PATCH 19/28] Fix eslint config

---
 eslint.config.mjs | 25 +++++++++++++++++++++++++
 package-lock.json |  2 ++
 package.json      |  5 ++++-
 postcss.config.js |  6 ++++--
 4 files changed, 35 insertions(+), 3 deletions(-)
 create mode 100644 eslint.config.mjs

diff --git a/eslint.config.mjs b/eslint.config.mjs
new file mode 100644
index 0000000..3cdd145
--- /dev/null
+++ b/eslint.config.mjs
@@ -0,0 +1,25 @@
+import { defineConfig, globalIgnores } from "eslint/config";
+import path from "node:path";
+import { fileURLToPath } from "node:url";
+import js from "@eslint/js";
+import { FlatCompat } from "@eslint/eslintrc";
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = path.dirname(__filename);
+const compat = new FlatCompat({
+    baseDirectory: __dirname,
+    recommendedConfig: js.configs.recommended,
+    allConfig: js.configs.all
+});
+
+export default defineConfig([
+    globalIgnores(["tools/**/*", "functions/**/*", "functions-python/**/*", "node_modules/**/*", "coverage", ".*/**/*"]),
+    {
+        extends: compat.extends("next/core-web-vitals"),
+
+        rules: {
+            "@next/next/no-img-element": "off",
+            "@next/next/no-page-custom-font": "off",
+        },
+    },
+]);
diff --git a/package-lock.json b/package-lock.json
index 590b082..ece98db 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -52,6 +52,8 @@
         "typescript": "^5.4.5"
       },
       "devDependencies": {
+        "@eslint/eslintrc": "^3.3.3",
+        "@eslint/js": "^9.39.1",
         "@testing-library/jest-dom": "^6.4.6",
         "@testing-library/react": "^16.0.0",
         "@types/bcryptjs": "^3.0.0",
diff --git a/package.json b/package.json
index 08ede00..1088152 100644
--- a/package.json
+++ b/package.json
@@ -8,7 +8,8 @@
     "build": "next build",
     "deploy": "firebase deploy --only hosting:transcripts-spsbtn",
     "dev": "next dev",
-    "lint": "next lint",
+    "lint": "eslint .",
+    "lint:fix": "eslint --fix .",
     "syncData": "bash syncdata.sh",
     "setupFirebase": "firebase target:apply hosting transcripts transcripts-sps-by-the-numbers",
     "start": "next start",
@@ -60,6 +61,8 @@
     "typescript": "^5.4.5"
   },
   "devDependencies": {
+    "@eslint/eslintrc": "^3.3.3",
+    "@eslint/js": "^9.39.1",
     "@testing-library/jest-dom": "^6.4.6",
     "@testing-library/react": "^16.0.0",
     "@types/bcryptjs": "^3.0.0",
diff --git a/postcss.config.js b/postcss.config.js
index b6dc034..378ee5b 100644
--- a/postcss.config.js
+++ b/postcss.config.js
@@ -1,5 +1,7 @@
-export default {
+const config = {
   plugins: {
     autoprefixer: {},
   },
-}
+};
+
+export default config;

From 774a24b888e98b911d0396955dcfd7099e662a7e Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Thu, 22 Jan 2026 22:19:16 -0800
Subject: [PATCH 20/28] Upgrade react and next for CVE-2025-55182

---
 functions/src/utils/metadata.ts |  14 ++++-
 package-lock.json               | 107 ++++++++++++++++----------------
 package.json                    |   8 +--
 3 files changed, 71 insertions(+), 58 deletions(-)

diff --git a/functions/src/utils/metadata.ts b/functions/src/utils/metadata.ts
index 644e25a..87c2f2e 100644
--- a/functions/src/utils/metadata.ts
+++ b/functions/src/utils/metadata.ts
@@ -61,8 +61,20 @@ function getPublishDate(videoInfo) {
   return new Date(dateString);
 }
 
+async function getVideoWithRetry(videoId) {
+  let videoInfo = await getVideo(videoId);
+  let count = 0;
+  while (count < 3 && videoId.basic_info.title === undefined) {
+    count++;
+    // Sometimes there's a race condition here. Wait 250ms and then scrap again.
+    await (new Promise(resolve => setTimeout(resolve, 500)));
+    videoInfo = await getVideo(videoId);
+  }
+  return videoInfo;
+}
+
 export async function scrapeMetadata(videoId : VideoId) : Promise<StoredMetadata> {
-  const videoInfo = await getVideo(videoId);
+  const videoInfo = await getVideoWithRetry(videoId);
   console.log(videoInfo.basic_info)
   const metadata = {
     video_id: videoId,
diff --git a/package-lock.json b/package-lock.json
index ece98db..732d8b1 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -38,7 +38,7 @@
         "jstat": "^1.9.6",
         "langs": "^2.0.0",
         "lodash-es": "^4.17.21",
-        "next": "^16.0.7",
+        "next": "^16.1.4",
         "next-sitemap": "^4.2.3",
         "postcss": "^8.4.38",
         "react-google-recaptcha-v3": "^1.10.1",
@@ -59,7 +59,7 @@
         "@types/bcryptjs": "^3.0.0",
         "@types/lodash-es": "^4.17.12",
         "@types/node": "^24.0.0",
-        "@types/react": "^19.1.7",
+        "@types/react": "^19.2.9",
         "@types/react-dom": "^19.1.6",
         "@types/youtube-player": "^5.5.11",
         "@typescript-eslint/eslint-plugin": "^8.34.0",
@@ -72,8 +72,8 @@
         "jest-environment-jsdom": "^29.7.0",
         "lorem-ipsum": "^2.0.8",
         "meilisearch": "^0.51.0",
-        "react": "^19.2.1",
-        "react-dom": "^19.2.1",
+        "react": "^19.2.3",
+        "react-dom": "^19.2.3",
         "stopwords-en": "^0.3.0",
         "ts-jest": "^29.1.5",
         "ts-node": "^10.9.2",
@@ -4686,9 +4686,9 @@
       }
     },
     "node_modules/@next/env": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/@next/env/-/env-16.0.7.tgz",
-      "integrity": "sha512-gpaNgUh5nftFKRkRQGnVi5dpcYSKGcZZkQffZ172OrG/XkrnS7UBTQ648YY+8ME92cC4IojpI2LqTC8sTDhAaw==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/@next/env/-/env-16.1.4.tgz",
+      "integrity": "sha512-gkrXnZyxPUy0Gg6SrPQPccbNVLSP3vmW8LU5dwEttEEC1RwDivk8w4O+sZIjFvPrSICXyhQDCG+y3VmjlJf+9A==",
       "license": "MIT"
     },
     "node_modules/@next/eslint-plugin-next": {
@@ -4701,9 +4701,9 @@
       }
     },
     "node_modules/@next/swc-darwin-arm64": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-16.0.7.tgz",
-      "integrity": "sha512-LlDtCYOEj/rfSnEn/Idi+j1QKHxY9BJFmxx7108A6D8K0SB+bNgfYQATPk/4LqOl4C0Wo3LACg2ie6s7xqMpJg==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-16.1.4.tgz",
+      "integrity": "sha512-T8atLKuvk13XQUdVLCv1ZzMPgLPW0+DWWbHSQXs0/3TjPrKNxTmUIhOEaoEyl3Z82k8h/gEtqyuoZGv6+Ugawg==",
       "cpu": [
         "arm64"
       ],
@@ -4717,9 +4717,9 @@
       }
     },
     "node_modules/@next/swc-darwin-x64": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-16.0.7.tgz",
-      "integrity": "sha512-rtZ7BhnVvO1ICf3QzfW9H3aPz7GhBrnSIMZyr4Qy6boXF0b5E3QLs+cvJmg3PsTCG2M1PBoC+DANUi4wCOKXpA==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-16.1.4.tgz",
+      "integrity": "sha512-AKC/qVjUGUQDSPI6gESTx0xOnOPQ5gttogNS3o6bA83yiaSZJek0Am5yXy82F1KcZCx3DdOwdGPZpQCluonuxg==",
       "cpu": [
         "x64"
       ],
@@ -4733,9 +4733,9 @@
       }
     },
     "node_modules/@next/swc-linux-arm64-gnu": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-gnu/-/swc-linux-arm64-gnu-16.0.7.tgz",
-      "integrity": "sha512-mloD5WcPIeIeeZqAIP5c2kdaTa6StwP4/2EGy1mUw8HiexSHGK/jcM7lFuS3u3i2zn+xH9+wXJs6njO7VrAqww==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-gnu/-/swc-linux-arm64-gnu-16.1.4.tgz",
+      "integrity": "sha512-POQ65+pnYOkZNdngWfMEt7r53bzWiKkVNbjpmCt1Zb3V6lxJNXSsjwRuTQ8P/kguxDC8LRkqaL3vvsFrce4dMQ==",
       "cpu": [
         "arm64"
       ],
@@ -4749,9 +4749,9 @@
       }
     },
     "node_modules/@next/swc-linux-arm64-musl": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-musl/-/swc-linux-arm64-musl-16.0.7.tgz",
-      "integrity": "sha512-+ksWNrZrthisXuo9gd1XnjHRowCbMtl/YgMpbRvFeDEqEBd523YHPWpBuDjomod88U8Xliw5DHhekBC3EOOd9g==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-musl/-/swc-linux-arm64-musl-16.1.4.tgz",
+      "integrity": "sha512-3Wm0zGYVCs6qDFAiSSDL+Z+r46EdtCv/2l+UlIdMbAq9hPJBvGu/rZOeuvCaIUjbArkmXac8HnTyQPJFzFWA0Q==",
       "cpu": [
         "arm64"
       ],
@@ -4765,9 +4765,9 @@
       }
     },
     "node_modules/@next/swc-linux-x64-gnu": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-gnu/-/swc-linux-x64-gnu-16.0.7.tgz",
-      "integrity": "sha512-4WtJU5cRDxpEE44Ana2Xro1284hnyVpBb62lIpU5k85D8xXxatT+rXxBgPkc7C1XwkZMWpK5rXLXTh9PFipWsA==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-gnu/-/swc-linux-x64-gnu-16.1.4.tgz",
+      "integrity": "sha512-lWAYAezFinaJiD5Gv8HDidtsZdT3CDaCeqoPoJjeB57OqzvMajpIhlZFce5sCAH6VuX4mdkxCRqecCJFwfm2nQ==",
       "cpu": [
         "x64"
       ],
@@ -4781,9 +4781,9 @@
       }
     },
     "node_modules/@next/swc-linux-x64-musl": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-musl/-/swc-linux-x64-musl-16.0.7.tgz",
-      "integrity": "sha512-HYlhqIP6kBPXalW2dbMTSuB4+8fe+j9juyxwfMwCe9kQPPeiyFn7NMjNfoFOfJ2eXkeQsoUGXg+O2SE3m4Qg2w==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-musl/-/swc-linux-x64-musl-16.1.4.tgz",
+      "integrity": "sha512-fHaIpT7x4gA6VQbdEpYUXRGyge/YbRrkG6DXM60XiBqDM2g2NcrsQaIuj375egnGFkJow4RHacgBOEsHfGbiUw==",
       "cpu": [
         "x64"
       ],
@@ -4797,9 +4797,9 @@
       }
     },
     "node_modules/@next/swc-win32-arm64-msvc": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/@next/swc-win32-arm64-msvc/-/swc-win32-arm64-msvc-16.0.7.tgz",
-      "integrity": "sha512-EviG+43iOoBRZg9deGauXExjRphhuYmIOJ12b9sAPy0eQ6iwcPxfED2asb/s2/yiLYOdm37kPaiZu8uXSYPs0Q==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/@next/swc-win32-arm64-msvc/-/swc-win32-arm64-msvc-16.1.4.tgz",
+      "integrity": "sha512-MCrXxrTSE7jPN1NyXJr39E+aNFBrQZtO154LoCz7n99FuKqJDekgxipoodLNWdQP7/DZ5tKMc/efybx1l159hw==",
       "cpu": [
         "arm64"
       ],
@@ -4813,9 +4813,9 @@
       }
     },
     "node_modules/@next/swc-win32-x64-msvc": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-16.0.7.tgz",
-      "integrity": "sha512-gniPjy55zp5Eg0896qSrf3yB1dw4F/3s8VK1ephdsZZ129j2n6e1WqCbE2YgcKhW9hPB9TVZENugquWJD5x0ug==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-16.1.4.tgz",
+      "integrity": "sha512-JSVlm9MDhmTXw/sO2PE/MRj+G6XOSMZB+BcZ0a7d6KwVFZVpkHcb2okyoYFBaco6LeiL53BBklRlOrDDbOeE5w==",
       "cpu": [
         "x64"
       ],
@@ -5955,9 +5955,9 @@
       "license": "MIT"
     },
     "node_modules/@types/react": {
-      "version": "19.2.7",
-      "resolved": "https://registry.npmjs.org/@types/react/-/react-19.2.7.tgz",
-      "integrity": "sha512-MWtvHrGZLFttgeEj28VXHxpmwYbor/ATPYbBfSFZEIRK0ecCFLl2Qo55z52Hss+UV9CRN7trSeq1zbgx7YDWWg==",
+      "version": "19.2.9",
+      "resolved": "https://registry.npmjs.org/@types/react/-/react-19.2.9.tgz",
+      "integrity": "sha512-Lpo8kgb/igvMIPeNV2rsYKTgaORYdO1XGVZ4Qz3akwOj0ySGYMPlQWa8BaLn0G63D1aSaAQ5ldR06wCpChQCjA==",
       "license": "MIT",
       "dependencies": {
         "csstype": "^3.2.2"
@@ -15995,13 +15995,14 @@
       }
     },
     "node_modules/next": {
-      "version": "16.0.7",
-      "resolved": "https://registry.npmjs.org/next/-/next-16.0.7.tgz",
-      "integrity": "sha512-3mBRJyPxT4LOxAJI6IsXeFtKfiJUbjCLgvXO02fV8Wy/lIhPvP94Fe7dGhUgHXcQy4sSuYwQNcOLhIfOm0rL0A==",
+      "version": "16.1.4",
+      "resolved": "https://registry.npmjs.org/next/-/next-16.1.4.tgz",
+      "integrity": "sha512-gKSecROqisnV7Buen5BfjmXAm7Xlpx9o2ueVQRo5DxQcjC8d330dOM1xiGWc2k3Dcnz0In3VybyRPOsudwgiqQ==",
       "license": "MIT",
       "dependencies": {
-        "@next/env": "16.0.7",
+        "@next/env": "16.1.4",
         "@swc/helpers": "0.5.15",
+        "baseline-browser-mapping": "^2.8.3",
         "caniuse-lite": "^1.0.30001579",
         "postcss": "8.4.31",
         "styled-jsx": "5.1.6"
@@ -16013,14 +16014,14 @@
         "node": ">=20.9.0"
       },
       "optionalDependencies": {
-        "@next/swc-darwin-arm64": "16.0.7",
-        "@next/swc-darwin-x64": "16.0.7",
-        "@next/swc-linux-arm64-gnu": "16.0.7",
-        "@next/swc-linux-arm64-musl": "16.0.7",
-        "@next/swc-linux-x64-gnu": "16.0.7",
-        "@next/swc-linux-x64-musl": "16.0.7",
-        "@next/swc-win32-arm64-msvc": "16.0.7",
-        "@next/swc-win32-x64-msvc": "16.0.7",
+        "@next/swc-darwin-arm64": "16.1.4",
+        "@next/swc-darwin-x64": "16.1.4",
+        "@next/swc-linux-arm64-gnu": "16.1.4",
+        "@next/swc-linux-arm64-musl": "16.1.4",
+        "@next/swc-linux-x64-gnu": "16.1.4",
+        "@next/swc-linux-x64-musl": "16.1.4",
+        "@next/swc-win32-arm64-msvc": "16.1.4",
+        "@next/swc-win32-x64-msvc": "16.1.4",
         "sharp": "^0.34.4"
       },
       "peerDependencies": {
@@ -17847,24 +17848,24 @@
       }
     },
     "node_modules/react": {
-      "version": "19.2.1",
-      "resolved": "https://registry.npmjs.org/react/-/react-19.2.1.tgz",
-      "integrity": "sha512-DGrYcCWK7tvYMnWh79yrPHt+vdx9tY+1gPZa7nJQtO/p8bLTDaHp4dzwEhQB7pZ4Xe3ok4XKuEPrVuc+wlpkmw==",
+      "version": "19.2.3",
+      "resolved": "https://registry.npmjs.org/react/-/react-19.2.3.tgz",
+      "integrity": "sha512-Ku/hhYbVjOQnXDZFv2+RibmLFGwFdeeKHFcOTlrt7xplBnya5OGn/hIRDsqDiSUcfORsDC7MPxwork8jBwsIWA==",
       "license": "MIT",
       "engines": {
         "node": ">=0.10.0"
       }
     },
     "node_modules/react-dom": {
-      "version": "19.2.1",
-      "resolved": "https://registry.npmjs.org/react-dom/-/react-dom-19.2.1.tgz",
-      "integrity": "sha512-ibrK8llX2a4eOskq1mXKu/TGZj9qzomO+sNfO98M6d9zIPOEhlBkMkBUBLd1vgS0gQsLDBzA+8jJBVXDnfHmJg==",
+      "version": "19.2.3",
+      "resolved": "https://registry.npmjs.org/react-dom/-/react-dom-19.2.3.tgz",
+      "integrity": "sha512-yELu4WmLPw5Mr/lmeEpox5rw3RETacE++JgHqQzd2dg+YbJuat3jH4ingc+WPZhxaoFzdv9y33G+F7Nl5O0GBg==",
       "license": "MIT",
       "dependencies": {
         "scheduler": "^0.27.0"
       },
       "peerDependencies": {
-        "react": "^19.2.1"
+        "react": "^19.2.3"
       }
     },
     "node_modules/react-google-recaptcha-v3": {
diff --git a/package.json b/package.json
index 1088152..881e5f2 100644
--- a/package.json
+++ b/package.json
@@ -47,7 +47,7 @@
     "jstat": "^1.9.6",
     "langs": "^2.0.0",
     "lodash-es": "^4.17.21",
-    "next": "^16.0.7",
+    "next": "^16.1.4",
     "next-sitemap": "^4.2.3",
     "postcss": "^8.4.38",
     "react-google-recaptcha-v3": "^1.10.1",
@@ -68,7 +68,7 @@
     "@types/bcryptjs": "^3.0.0",
     "@types/lodash-es": "^4.17.12",
     "@types/node": "^24.0.0",
-    "@types/react": "^19.1.7",
+    "@types/react": "^19.2.9",
     "@types/react-dom": "^19.1.6",
     "@types/youtube-player": "^5.5.11",
     "@typescript-eslint/eslint-plugin": "^8.34.0",
@@ -81,8 +81,8 @@
     "jest-environment-jsdom": "^29.7.0",
     "lorem-ipsum": "^2.0.8",
     "meilisearch": "^0.51.0",
-    "react": "^19.2.1",
-    "react-dom": "^19.2.1",
+    "react": "^19.2.3",
+    "react-dom": "^19.2.3",
     "stopwords-en": "^0.3.0",
     "ts-jest": "^29.1.5",
     "ts-node": "^10.9.2",

From 51fa3a0e03721f47f666a17111d3ca02322f1948 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Thu, 22 Jan 2026 22:38:46 -0800
Subject: [PATCH 21/28] Fix typos

---
 functions/src/utils/metadata.ts | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/functions/src/utils/metadata.ts b/functions/src/utils/metadata.ts
index 87c2f2e..9d81992 100644
--- a/functions/src/utils/metadata.ts
+++ b/functions/src/utils/metadata.ts
@@ -64,7 +64,7 @@ function getPublishDate(videoInfo) {
 async function getVideoWithRetry(videoId) {
   let videoInfo = await getVideo(videoId);
   let count = 0;
-  while (count < 3 && videoId.basic_info.title === undefined) {
+  while (count < 3 && videoInfo.basic_info.title === undefined) {
     count++;
     // Sometimes there's a race condition here. Wait 250ms and then scrap again.
     await (new Promise(resolve => setTimeout(resolve, 500)));
@@ -75,7 +75,7 @@ async function getVideoWithRetry(videoId) {
 
 export async function scrapeMetadata(videoId : VideoId) : Promise<StoredMetadata> {
   const videoInfo = await getVideoWithRetry(videoId);
-  console.log(videoInfo.basic_info)
+  console.log(videoInfo.basic_info);
   const metadata = {
     video_id: videoId,
     channel_id: videoInfo.basic_info.channel?.url ?? "",

From f3efef13fd68f46567a6f3b2c55876d08dcc3d59 Mon Sep 17 00:00:00 2001
From: wz <wonderzombie@gmail.com>
Date: Fri, 23 Jan 2026 15:21:25 -0800
Subject: [PATCH 22/28] add @types/langs, csv-parse to root package.json

update transcripts.ts since it looks like csv library changed signature

update package-lock for functions and root accordingly
---
 common/transcript.ts        |  2 +-
 functions/package-lock.json |  7 ++++---
 package-lock.json           | 22 ++++++++++++++++++----
 package.json                |  2 ++
 4 files changed, 25 insertions(+), 8 deletions(-)

diff --git a/common/transcript.ts b/common/transcript.ts
index ef0f213..1ec7d45 100644
--- a/common/transcript.ts
+++ b/common/transcript.ts
@@ -331,7 +331,7 @@ function toSentences(speaker : SpeakerId, firstId : number, words : string[], wo
 
 function tsvToSentenceTable(tsv : string) : SentenceTable {
   const sentenceTableRows : [string, string][] =
-    parse(tsv, { delimiter: '\t', trim: true });
+    parse(tsv, { delimiter: '\t', trim: true }) as [string, string][];
   const sentenceTable : SentenceTable = {};
   sentenceTableRows.forEach(row => sentenceTable[row[0]] = row[1]);
   return sentenceTable;
diff --git a/functions/package-lock.json b/functions/package-lock.json
index c7f4a46..d313e84 100644
--- a/functions/package-lock.json
+++ b/functions/package-lock.json
@@ -4759,9 +4759,10 @@
       "integrity": "sha512-l3nz3euub2QMg5ouu5U09Ew9Wf6/wQ8I++ch1loQ0ljmzhmfZYrH9fflS22i/PQEvsPvxCwxgz5q7UB8K1JO4Q=="
     },
     "node_modules/csv-stringify": {
-      "version": "6.5.2",
-      "resolved": "https://registry.npmjs.org/csv-stringify/-/csv-stringify-6.5.2.tgz",
-      "integrity": "sha512-RFPahj0sXcmUyjrObAK+DOWtMvMIFV328n4qZJhgX3x2RqkQgOTU2mCUmiFR0CzM6AzChlRSUErjiJeEt8BaQA=="
+      "version": "6.6.0",
+      "resolved": "https://registry.npmjs.org/csv-stringify/-/csv-stringify-6.6.0.tgz",
+      "integrity": "sha512-YW32lKOmIBgbxtu3g5SaiqWNwa/9ISQt2EcgOq0+RAIFufFp9is6tqNnKahqE5kuKvrnYAzs28r+s6pXJR8Vcw==",
+      "license": "MIT"
     },
     "node_modules/data-uri-to-buffer": {
       "version": "4.0.1",
diff --git a/package-lock.json b/package-lock.json
index 732d8b1..6d75caa 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -19,10 +19,12 @@
         "@mui/system": "^7.1.1",
         "@mui/x-date-pickers": "^8.5.1",
         "@types/jest": "^29.5.12",
+        "@types/langs": "^2.0.5",
         "accessibility": "^6.0.7",
         "ajv": "^8.17.1",
         "assert-never": "^1.4.0",
         "autoprefixer": "^10.4.19",
+        "csv-parse": "^6.1.0",
         "csv-reader": "^1.0.12",
         "csv-stringify": "^6.5.0",
         "csv-writer": "^1.6.0",
@@ -5885,6 +5887,12 @@
         "@types/node": "*"
       }
     },
+    "node_modules/@types/langs": {
+      "version": "2.0.5",
+      "resolved": "https://registry.npmjs.org/@types/langs/-/langs-2.0.5.tgz",
+      "integrity": "sha512-DIUKT4mkbTBxSrX6lmnQR888ObeFVVo1uNEqBH5/ddQHpnG4CA24DibpK7aO8QAcJEZUTcIx0F96TWuzVT9Z4g==",
+      "license": "MIT"
+    },
     "node_modules/@types/lodash": {
       "version": "4.17.21",
       "resolved": "https://registry.npmjs.org/@types/lodash/-/lodash-4.17.21.tgz",
@@ -8956,10 +8964,9 @@
       "license": "MIT"
     },
     "node_modules/csv-parse": {
-      "version": "5.6.0",
-      "resolved": "https://registry.npmjs.org/csv-parse/-/csv-parse-5.6.0.tgz",
-      "integrity": "sha512-l3nz3euub2QMg5ouu5U09Ew9Wf6/wQ8I++ch1loQ0ljmzhmfZYrH9fflS22i/PQEvsPvxCwxgz5q7UB8K1JO4Q==",
-      "dev": true,
+      "version": "6.1.0",
+      "resolved": "https://registry.npmjs.org/csv-parse/-/csv-parse-6.1.0.tgz",
+      "integrity": "sha512-CEE+jwpgLn+MmtCpVcPtiCZpVtB6Z2OKPTr34pycYYoL7sxdOkXDdQ4lRiw6ioC0q6BLqhc6cKweCVvral8yhw==",
       "license": "MIT"
     },
     "node_modules/csv-reader": {
@@ -11142,6 +11149,13 @@
         "concat-map": "0.0.1"
       }
     },
+    "node_modules/firebase-tools/node_modules/csv-parse": {
+      "version": "5.6.0",
+      "resolved": "https://registry.npmjs.org/csv-parse/-/csv-parse-5.6.0.tgz",
+      "integrity": "sha512-l3nz3euub2QMg5ouu5U09Ew9Wf6/wQ8I++ch1loQ0ljmzhmfZYrH9fflS22i/PQEvsPvxCwxgz5q7UB8K1JO4Q==",
+      "dev": true,
+      "license": "MIT"
+    },
     "node_modules/firebase-tools/node_modules/js-yaml": {
       "version": "3.14.2",
       "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-3.14.2.tgz",
diff --git a/package.json b/package.json
index 881e5f2..18e645f 100644
--- a/package.json
+++ b/package.json
@@ -28,10 +28,12 @@
     "@mui/system": "^7.1.1",
     "@mui/x-date-pickers": "^8.5.1",
     "@types/jest": "^29.5.12",
+    "@types/langs": "^2.0.5",
     "accessibility": "^6.0.7",
     "ajv": "^8.17.1",
     "assert-never": "^1.4.0",
     "autoprefixer": "^10.4.19",
+    "csv-parse": "^6.1.0",
     "csv-reader": "^1.0.12",
     "csv-stringify": "^6.5.0",
     "csv-writer": "^1.6.0",

From d0d2add9d126cc049f88898f2a560427664eeaff Mon Sep 17 00:00:00 2001
From: wz <wonderzombie@gmail.com>
Date: Tue, 27 Jan 2026 11:09:55 -0800
Subject: [PATCH 23/28] Throw an error when receiving an invalid language code.

Fixes a compiler error that `iso6391Code` can be undefined.
---
 common/whisperx.ts | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/common/whisperx.ts b/common/whisperx.ts
index 6c2e2b3..17c84a6 100644
--- a/common/whisperx.ts
+++ b/common/whisperx.ts
@@ -46,7 +46,11 @@ export function makeWhisperXTranscriptsPath(
     category: CategoryId,
     videoId: VideoId,
     language: Iso6393Code): string {
-  const iso6391Code = langs.where('3', language)['1'];
+  const iso6391Code = langs.where('3', language)?.['1'];
+  if (!iso6391Code) {
+    throw new Error(`Unsupported language code: ${language}`);
+  }
+
   return makePublicPath(
       category,
       Constants.WHISPERX_ARCHIVE_SUBDIR,

From 1775d07a4e90ecb3ecbb3bb8d1e3c85e35b1c111 Mon Sep 17 00:00:00 2001
From: wz <wonderzombie@gmail.com>
Date: Mon, 26 Jan 2026 15:16:35 -0800
Subject: [PATCH 24/28] use firebase `logger` for to start/stop transcript
 instances

---
 functions-python/main.py | 32 +++++++++++++++++++++-----------
 1 file changed, 21 insertions(+), 11 deletions(-)

diff --git a/functions-python/main.py b/functions-python/main.py
index 88b3d06..b22bb4d 100644
--- a/functions-python/main.py
+++ b/functions-python/main.py
@@ -36,15 +36,17 @@ def start_transcribe(
         event: pubsub_fn.CloudEvent[pubsub_fn.MessagePublishedData]) -> None:
     """Start the vast.ai instance which queries the new videos"""
 
+    logger.info("start_transcribe event", event)
+
     # See if there are videos
     num_new_videos = 0
     for category in ["sps-board", "seattle-city-council"]:
-        print(f"Examining video queue for in {category}")
+        logger.info(f"Examining video queue for in {category}")
         new_vids_queue = db.reference(
             f"/transcripts/private/{category}/new_vids").get(False, True)
 
         if new_vids_queue:
-            print(f"Found {len(new_vids_queue)} videos for {category}")
+            logger.info(f"Found {len(new_vids_queue)} videos for {category}")
             num_new_videos = num_new_videos + len(new_vids_queue)
 
     # If there are any entries, ensure a vast.ai instance is running.
@@ -70,7 +72,7 @@ def start_transcribe(
         running_transcribers = [
             x for x in all_instances if x.get('label') == INSTANCE_LABEL]
         if len(running_transcribers) >= target_num_instances:
-            print("Instances already running "
+            logger.warn("Instances already running "
                   f"{repr([x['id'] for x in running_transcribers])}.")
             return
 
@@ -87,7 +89,7 @@ def start_transcribe(
                 query=('cpu_cores_effective>=10 cpu_ram>=32 gpu_total_ram>=10 '
                        'reliability>=0.95 dph<2'))
             cheapest = json.loads(offers_json)[0]
-            print(f"cheapest ask id {cheapest['ask_contract_id']} cost "
+            logger.info(f"cheapest ask id {cheapest['ask_contract_id']} cost "
                   f"{json.dumps(cheapest)}")
 
             # Create a password for the instance to use with our REST API.
@@ -95,6 +97,8 @@ def start_transcribe(
             start_time = datetime.datetime.now(
                 datetime.UTC).strftime("%Y%m%dT%H%M%S.%fZ")
 
+            logger.info(f"Starting instance")
+
             # Create the instance
             create_result = json.loads(vast.create_instance(
                 ID=cheapest["ask_contract_id"],
@@ -115,15 +119,17 @@ def start_transcribe(
                      f"API_PASSWORD={instance_password} "
                      "-e API_BASE_URL=rdcihhc4la-uw.a.run.app")))
 
+            logger.info(f"create_result {json.dumps(create_result)}")
+
             if create_result['success']:
-                print(f"Created instance {create_result['new_contract']}")
+                logger.info(f"Created instance {create_result['new_contract']}")
                 db.reference(f"/transcripts/private/_admin/vast/"
                              f"{create_result['new_contract']}").set({
                                  'password': instance_password,
                                  'start': start_time,
                              })
             else:
-                print(f"frailed {json.dumps(create_result)}")
+                logger.error(f"failed {json.dumps(create_result)}")
 
 
 @pubsub_fn.on_message_published(topic="stop_transcribe_instance",
@@ -138,8 +144,9 @@ def stop_transcribe_instance(
     but this can be overrided with the stale_s parameter in the message.
     """
     params = event.data.message.json
-    logger.info("params", params)
+    logger.info("stop_transcript_instance event", event)
     instances_to_remove = {i for i in params["instance_ids"]}
+    logger.info("request contained instances to remove:", instances_to_remove)
 
     vast = VastAI(
         _access_secret_version('sps-by-the-numbers', 'vast_api_key'),
@@ -152,7 +159,7 @@ def stop_transcribe_instance(
             "label": x["label"],
         }
         for x in json.loads(vast.show_instances())}
-    logger.info("current", current_instances)
+    logger.info("currently active instances:", current_instances)
 
     to_destroy = []
     for instance_id, info in current_instances.items():
@@ -162,11 +169,14 @@ def stop_transcribe_instance(
         if (params.get('remove_stale', False) and
                 info['label'] == INSTANCE_LABEL and
                 info['duration'] > INSTANCE_STALE_S):
+            logger.warn(f"Instance {instance_id} is stale after "
+                  f"{info['duration']}s with status {info['actual_status']}")
             to_destroy.append(instance_id)
 
     if len(to_destroy) == 0:
-        logger.info("Nothing to destory")
+        logger.info("Nothing to destroy")
         return
 
-    logger.info("destroying", to_destroy)
-    logger.info(vast.destroy_instances(ids=to_destroy))
+    logger.warn("destroying these instances:", to_destroy)
+    logger.warn(vast.destroy_instances(ids=to_destroy))
+    logger.warn("done destroying instances")

From 2bd673e9fbaa8996a6ad2fe7506aa231b154db68 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Sat, 7 Mar 2026 00:50:50 -0800
Subject: [PATCH 25/28] More logging

---
 functions/src/sentences.ts  | 3 ++-
 functions/src/transcript.ts | 7 +++++++
 next-env.d.ts               | 2 +-
 3 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/functions/src/sentences.ts b/functions/src/sentences.ts
index 73cfaff..d8f6d96 100644
--- a/functions/src/sentences.ts
+++ b/functions/src/sentences.ts
@@ -58,7 +58,7 @@ export const sentences = jsonOnRequest(
         res.status(400).send(makeResponseJson(false, `invalid lang ${lang}`));
         return;
       }
-      console.log("Translating to ", lang, " as ", targetLang);
+      console.log(`Translating ${videoId} to ${lang} as ${targetLang}`);
       translatePromises.push(translateStrings(origSentences, targetLang));
     }
     const translateResults = await Promise.all(translatePromises);
@@ -107,6 +107,7 @@ async function translateStrings(
   }
 
   const allRequests = new Array<any>;
+  console.log(`Translation: Issuing ${batches.length} translate requests`);
   for (const batch of batches) {
     const request = {
       contents: batch,
diff --git a/functions/src/transcript.ts b/functions/src/transcript.ts
index 2d4b6fb..6098f96 100644
--- a/functions/src/transcript.ts
+++ b/functions/src/transcript.ts
@@ -21,6 +21,7 @@ async function ensureMetadata(req, videoId) {
 }
 
 async function uploadTrancript(req, res) {
+  console.log("Verifying auth");
   const authCodeErrors = validateObj(req.body, 'authCodeParam');
   if (authCodeErrors.length) {
     return res.status(401).send(makeResponseJson(false, authCodeErrors.join(', ')));
@@ -32,6 +33,7 @@ async function uploadTrancript(req, res) {
   }
 
   // Check request to ensure it looks like valid JSON request.
+  console.log("Verifying request format");
   if (req.headers["content-type"] !== "application/json") {
     res.status(400).send(makeResponseJson(false, "Expects JSON"));
     return;
@@ -43,6 +45,7 @@ async function uploadTrancript(req, res) {
     return res.status(400).send(makeResponseJson(false, requestErrors.join(', ')));
   }
 
+  console.log("Verifying languages");
   const videoId = req.body.video_id;
   const transcripts = req.body.transcripts || {};
   for (const iso6391Lang of Object.keys(transcripts)) {
@@ -54,6 +57,7 @@ async function uploadTrancript(req, res) {
     }
   }
 
+  console.log("Writing transcript");
   for (const [iso6391Lang, whisperXTranscript] of Object.entries(transcripts) as [Iso6393Code, WhisperXTranscript][]) {
     const lang : Iso6393Code = langs.where('1', iso6391Lang)['3'];
     console.log("Saved video: ", videoId, " language: ", lang);
@@ -63,14 +67,17 @@ async function uploadTrancript(req, res) {
     diarizedTranscript.writeDiarizedTranscript(getStorageAccessor());
   }
 
+  console.log("Getting metadata");
   const metadata = await ensureMetadata(req, videoId);
 
+  console.log("Setting metadata");
   if (!(await setMetadata(req.body.category, metadata))) {
     console.log("Failed setting metadata: ", metadata);
     res.status(500).send(makeResponseJson(false, "Unable to set metadata"));
     return;
   }
 
+  console.log("Done");
   res.status(200).send(makeResponseJson(true, "update done"));
 }
 
diff --git a/next-env.d.ts b/next-env.d.ts
index 9edff1c..c4b7818 100644
--- a/next-env.d.ts
+++ b/next-env.d.ts
@@ -1,6 +1,6 @@
 /// <reference types="next" />
 /// <reference types="next/image-types/global" />
-import "./.next/types/routes.d.ts";
+import "./.next/dev/types/routes.d.ts";
 
 // NOTE: This file should not be edited
 // see https://nextjs.org/docs/app/api-reference/config/typescript for more information.

From ac09dad3f6b81197625aa76e8508887a48eef697 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Sat, 7 Mar 2026 01:15:48 -0800
Subject: [PATCH 26/28] Add basic robots.txt and fix sitemap

---
 app/sitemap.ts       | 2 +-
 common/transcript.ts | 2 +-
 next-env.d.ts        | 2 +-
 public/robots.txt    | 3 +++
 4 files changed, 6 insertions(+), 3 deletions(-)
 create mode 100644 public/robots.txt

diff --git a/app/sitemap.ts b/app/sitemap.ts
index 125ab85..678f142 100644
--- a/app/sitemap.ts
+++ b/app/sitemap.ts
@@ -13,7 +13,7 @@ type SiteMapEntry = {
 };
 
 function buildUrl(relativePath): string {
-  return `${Constants.SITE_ROOT_URL}/${relativePath}`;
+  return `${Constants.SITE_ROOT_URL}${relativePath}`;
 }
 
 export default async function sitemap(): Promise<MetadataRoute.Sitemap> {
diff --git a/common/transcript.ts b/common/transcript.ts
index 1ec7d45..a76faca 100644
--- a/common/transcript.ts
+++ b/common/transcript.ts
@@ -104,7 +104,7 @@ export class DiarizedTranscript {
     // Wait for everything.
     const [transcriptDataResult, ...sentenceTableResult] = await Promise.allSettled(loadPromises);
 
-    console.log("Raeding from " + videoId, transcriptDataResult);
+    console.log("Reading from Transcript " + videoId);
     if (transcriptDataResult.status === 'rejected') {
       return new DiarizedTranscript(category, videoId, EMPTY_TRASCRIPT_DATA, {},
           ["Cannout load transcript Data"]);
diff --git a/next-env.d.ts b/next-env.d.ts
index c4b7818..9edff1c 100644
--- a/next-env.d.ts
+++ b/next-env.d.ts
@@ -1,6 +1,6 @@
 /// <reference types="next" />
 /// <reference types="next/image-types/global" />
-import "./.next/dev/types/routes.d.ts";
+import "./.next/types/routes.d.ts";
 
 // NOTE: This file should not be edited
 // see https://nextjs.org/docs/app/api-reference/config/typescript for more information.
diff --git a/public/robots.txt b/public/robots.txt
new file mode 100644
index 0000000..2ec0059
--- /dev/null
+++ b/public/robots.txt
@@ -0,0 +1,3 @@
+User-agent: *
+Disallow: 
+Sitemap: https://transcripts.sps-by-the-numbers.com/sitemap.xml

From 4695faa0fb65974e71de1ecd357554adf818e16e Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Thu, 12 Mar 2026 15:27:09 -0700
Subject: [PATCH 27/28] Update constants.

---
 config/constants.ts             | 2 +-
 functions/src/utils/firebase.ts | 3 +++
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/config/constants.ts b/config/constants.ts
index b680116..350350b 100644
--- a/config/constants.ts
+++ b/config/constants.ts
@@ -67,7 +67,7 @@ export const STORAGE_BUCKET = "sps-by-the-numbers.appspot.com";
 
 // Firebase configuration for web clients. This data is public.
 export const FIREBASE_CLIENT_CONFIG = {
-  apiKey: "AIzaSyD30a3gVbP-7PgTvTqCjW4xx-GlLMBQ5Ns",
+  apiKey: "AIzaSyDN7oBGINczK2mosHWdpDRCCl1AMjFrV4k",
   authDomain: "sps-by-the-numbers.firebaseapp.com",
   databaseURL: "https://sps-by-the-numbers-default-rtdb.firebaseio.com",
   projectId: "sps-by-the-numbers",
diff --git a/functions/src/utils/firebase.ts b/functions/src/utils/firebase.ts
index 52548e1..b24b121 100644
--- a/functions/src/utils/firebase.ts
+++ b/functions/src/utils/firebase.ts
@@ -24,6 +24,9 @@ function logReqRes(logFunc, header, req, res) {
 export function jsonOnRequest(options : object, func) {
   return onRequest(options, async (req, res) => {
     try {
+      if ((req as any).url === '/robots.txt') {
+        return res.status(200).send("User-agent: *\nDisallow: /\n");
+      }
       return await func(req, res);
     } catch (e) {
       console.error("Exception: ", e);

From e87e186ebe244bc3fc4814817b707efe14a13fe2 Mon Sep 17 00:00:00 2001
From: "Albert J. Wong" <awong.dev@gmail.com>
Date: Fri, 13 Mar 2026 01:55:49 -0700
Subject: [PATCH 28/28] Add in speaker timing information into transcripts

---
 components/SpeakerBubble.tsx        |  6 +-
 components/SpeakerBubbleTitle.tsx   | 23 ++++++-
 components/Transcript.tsx           | 26 +++++---
 components/TranscriptControlBar.tsx | 98 +++++++++++++++++++++++++++++
 utilities/client/css.ts             | 17 +++--
 5 files changed, 152 insertions(+), 18 deletions(-)

diff --git a/components/SpeakerBubble.tsx b/components/SpeakerBubble.tsx
index 56cdaa1..d8a1fc4 100644
--- a/components/SpeakerBubble.tsx
+++ b/components/SpeakerBubble.tsx
@@ -4,13 +4,15 @@ import { toSpeakerColorClass } from 'utilities/client/css';
 
 type SpeakerBubbleParams = {
   speakerNum : number;
+  start: number;
+  end: number;
   children: React.ReactNode[];
 };
 
-export default function SpeakerBubble({speakerNum, children} : SpeakerBubbleParams) {
+export default function SpeakerBubble({speakerNum, start, end, children} : SpeakerBubbleParams) {
   return (
     <Paper component="article" className={`b ${toSpeakerColorClass(speakerNum)}`}>
-      <SpeakerBubbleTitle speakerNum={speakerNum} />
+      <SpeakerBubbleTitle speakerNum={speakerNum} start={start} end={end} />
       { children }
     </Paper>
   );
diff --git a/components/SpeakerBubbleTitle.tsx b/components/SpeakerBubbleTitle.tsx
index cf8bc07..868c262 100644
--- a/components/SpeakerBubbleTitle.tsx
+++ b/components/SpeakerBubbleTitle.tsx
@@ -13,9 +13,24 @@ import { useContext } from 'react'
 
 type SpeakerBubbleTitleParams = {
   speakerNum : number;
+  start: number;
+  end: number;
 };
 
-export default function SpeakerBubbleTitle({speakerNum} : SpeakerBubbleTitleParams) {
+function formatTime(totalSeconds : number) {
+  const minutes = Math.floor(totalSeconds / 60);
+  const seconds = totalSeconds % 60;
+
+  if (totalSeconds < 60) {
+  return `${seconds.toFixed(0)}s`;
+  }
+
+  // Format as MM:SS
+  return `${String(minutes)}m${String(seconds.toFixed(0)).padStart(2, '0')}s`
+}
+
+export default function SpeakerBubbleTitle({speakerNum, start, end} : SpeakerBubbleTitleParams) {
+  const durationSecs = end - start;
   const annotationsContext = useAnnotations();
   const { name, tags } = getSpeakerAttributes(speakerNum,
                                               annotationsContext.speakerInfo);
@@ -47,6 +62,12 @@ export default function SpeakerBubbleTitle({speakerNum} : SpeakerBubbleTitlePara
           })
         }
       </Stack>
+      <Box sx={{
+          flex: "0 0 auto",
+          maxWidth: "45%"
+        }}>
+        <Typography className="d" data-timing={`${start}-${end}`} variant="body2">[{formatTime(durationSecs)}]</Typography>
+      </Box>
       <Box>
         <Typography>
           <IconButton
diff --git a/components/Transcript.tsx b/components/Transcript.tsx
index ea376bb..e155bd6 100644
--- a/components/Transcript.tsx
+++ b/components/Transcript.tsx
@@ -54,17 +54,25 @@ export default function Transcript({
   // Merge all segments from the same speaker to produce speaking divs.
   const speakerBubbles = diarizedTranscript.groupSentenceInfoBySpeaker().map((bubble, i) => {
     speakerNums.add(bubble.speaker);
+    let bubbleStart = Number.MAX_VALUE;
+    let bubbleEnd = 0;
+    const sentenceElements = new Array<ReactNode>;
+    for (const si of bubble.sentenceInfo) {
+      const [segmentId, speakerId, start, end] = si;
+      bubbleStart = Math.min(bubbleStart, start);
+      bubbleEnd = Math.max(bubbleEnd, end);
+
+      sentenceElements.push(
+        <p key={ `${i}-${segmentId}` }
+          className={ toTimeClassName(start) }>
+          { textLines( segmentId, languageOrder, diarizedTranscript) }
+        </p>
+      );
+    }
 
     return (
-      <SpeakerBubble key={i} speakerNum={ bubble.speaker }>
-        {
-          bubble.sentenceInfo.map(([segmentId, speakerId, start]) => (
-            <p key={ `${i}-${segmentId}` }
-              className={ toTimeClassName(start) }>
-              { textLines( segmentId, languageOrder, diarizedTranscript) }
-            </p>
-          ))
-        }
+      <SpeakerBubble key={i} speakerNum={ bubble.speaker } start={bubbleStart} end={bubbleEnd}>
+        {sentenceElements}
       </SpeakerBubble>
     );
   });
diff --git a/components/TranscriptControlBar.tsx b/components/TranscriptControlBar.tsx
index ce36b5e..b4b2ef1 100644
--- a/components/TranscriptControlBar.tsx
+++ b/components/TranscriptControlBar.tsx
@@ -6,11 +6,14 @@ import FormGroup from '@mui/material/FormGroup';
 import IconButton from '@mui/material/IconButton';
 import LanguageNav from 'components/LanguageNav';
 import Paper from '@mui/material/Paper';
+import DownloadIcon from '@mui/icons-material/Download';
 import PublishIcon from '@mui/icons-material/Publish';
 import Stack from '@mui/material/Stack';
 import Switch from '@mui/material/Switch';
 import Tooltip from '@mui/material/Tooltip';
+import { fromTimeClassName } from 'utilities/client/css';
 import { useContext, useState } from 'react';
+import { stringify } from 'csv-stringify/browser/esm/sync'
 import { VideoControlContext } from 'components/providers/VideoControlProvider';
 import { useActionDialog } from 'components/providers/ActionDialogProvider'
 import { useAnnotations } from 'components/providers/AnnotationsProvider'
@@ -24,6 +27,86 @@ type TranscriptControlBarProps = {
   sx?: SxProps<Theme>;
 };
 
+type CsvEntry = {
+  start: number;
+  end: number;
+  speakerName: string;
+  speakerTags: string;
+  sentences: string;
+};
+
+function downloadTranscriptCsv(csvContent, fileName) {
+    // Create a Blob with the CSV data and type
+    const blob = new Blob([csvContent], { type: 'text/csv;charset=utf-8;' });
+
+    // Create a URL for the Blob
+    const url = URL.createObjectURL(blob);
+
+    // Create an anchor tag for downloading
+    const a = document.createElement('a');
+    a.href = url;
+    a.download = fileName || 'download.csv'; // Set the file name
+
+    // Append the anchor to the body, click it, and remove it
+    document.body.appendChild(a); // Required for Firefox
+    a.click();
+    document.body.removeChild(a);
+
+    // Revoke the object URL to free up memory (optional but good practice)
+    URL.revokeObjectURL(url);
+}
+
+function extractStartEnd(headerSection) : [number, number] {
+  const timingElement = headerSection.getElementsByClassName('d')[0];
+  if (timingElement instanceof HTMLElement) {
+    const timing = timingElement.dataset['timing'];
+    if (timing) {
+      const splits = timing.split('-').map(x => parseInt(x));
+      if (splits.length === 2) {
+        return [splits[0], splits[1]];
+      }
+    }
+  }
+
+  return [-1, -1];
+}
+
+function generateTranscriptCsv() {
+  const entries = new Array<CsvEntry>;
+
+  const speakerBubbles = document.getElementsByTagName('main')[0].getElementsByTagName('article');
+  for (const bubble of speakerBubbles) {
+    // Parse the headers.
+    const headerSection = bubble.firstElementChild;
+    if (!headerSection) {
+      continue;
+    }
+    const speakerName = headerSection.getElementsByTagName('h5')[0]?.textContent ?? "unknown";
+    const [start, end] = extractStartEnd(headerSection);
+
+    const tagList = new Array<string>;
+    for (const s of headerSection.getElementsByTagName('span')) {
+      tagList.push(s.textContent);
+    }
+
+    // Parse the sentences. First paragraph is buttons.
+    const paragraphs = bubble.getElementsByTagName('p') ?? [];
+    const segments = new Array<string>;
+    for (let i = 1; i < paragraphs.length; i++) {
+      segments.push(paragraphs[i].textContent);
+    }
+    entries.push({
+      start,
+      end,
+      speakerName,
+      speakerTags: tagList.join(', '),
+      sentences: segments.join('\n'),
+    });
+  }
+
+  return stringify(entries, {header: true});
+}
+
 export default function TranscriptControlBar(
     { curLang, sx = [] }: TranscriptControlBarProps) {
   const [ autoscroll, setAutoscroll ] = useState<boolean>(true);
@@ -77,6 +160,21 @@ export default function TranscriptControlBar(
         curLang={curLang}
         sx={{width: "100%"}}
       />
+      <Tooltip title="Download Transcript">
+        <span>
+          <Button
+            variant="contained"
+            aria-label="download-transcript"
+            color="primary"
+            onClick={() => downloadTranscriptCsv(
+              generateTranscriptCsv(),
+              `${window.location.pathname.split('/').pop()}.csv`)}
+            sx={{width: "100%", height: "100%"}}
+          >
+            <DownloadIcon />
+          </Button>
+        </span>
+      </Tooltip>
       <Tooltip title="Publish changes">
         <span>
           <Button
diff --git a/utilities/client/css.ts b/utilities/client/css.ts
index ce5dbe6..abc1690 100644
--- a/utilities/client/css.ts
+++ b/utilities/client/css.ts
@@ -1,10 +1,15 @@
 // Converts seconds into a classname with the timestamp that can be searched for.
 // TODO: consider using seconds only.
 export function toTimeClassName(seconds) {
-    if (seconds) {
-        return `ts-${toHhmmss(seconds)}`;
-    }
-    return '';
+  if (seconds) {
+    return `ts-${toHhmmss(seconds)}`;
+  }
+  return '';
+}
+
+export function fromTimeClassName(str) {
+  const splits = str.split('-');
+  return fromHhmmss(splits[1]);
 }
 
 export function toHhmmss(seconds: number) {
@@ -12,8 +17,8 @@ export function toHhmmss(seconds: number) {
 }
 
 export function fromHhmmss(hhmmss: string): number {
-    const parts = hhmmss.split(':');
-    return Number(parts[2]) + (Number(parts[1]) * 60) + (Number(parts[0]) * 60 * 60);
+  const parts = hhmmss.split(':');
+  return Number(parts[2]) + (Number(parts[1]) * 60) + (Number(parts[0]) * 60 * 60);
 }
 
 export function toSpeakerColorClass(speakerNum: number) {