From ad3c5616b2c0bf7e865f02e7669641f669912b72 Mon Sep 17 00:00:00 2001
From: Conan Scott <conanscott@gmail.com>
Date: Mon, 30 Mar 2026 10:21:56 +0000
Subject: [PATCH] Update README.md

---
 README.md | 50 +++++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 49 insertions(+), 1 deletion(-)

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+++ b/README.md
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-IyBBc2sgQW5uaWUg4oCUIFNUIEJlc3QgUHJhY3RpY2VzIFNlc3Npb24gSW5nZXN0aW9uCgpJbmdlc3Rpb24gcGlwZWxpbmUgZm9yIEF4d2F5IE1GVCBVc2VyIEdyb3VwICJBc2sgQW5uaWUiIFEmQSBzZXNzaW9ucyBvbiBWaW1lby4KCiMjIFdoYXQgaXQgZG9lcwoKMS4gRG93bmxvYWRzIGF1ZGlvIGZyb20gYSBWaW1lbyBVUkwgdmlhIHl0LWRscAoyLiBUcmFuc2NyaWJlcyB3aXRoIFdoaXNwZXIgKHRpbWVzdGFtcGVkIHNlZ21lbnRzKQozLiBTbGljZXMgdHJhbnNjcmlwdCBpbnRvIHBlci1jaGFwdGVyIGNodW5rcyB1c2luZyBhIGNoYXB0ZXJzIEpTT04gZmlsZQo0LiBPcHRpb25hbGx5IGV4dHJhY3RzIGZyYW1lcyBmcm9tIGRlbW8taGVhdnkgY2hhcHRlcnMgZm9yIHZpc2lvbiBhbm5vdGF0aW9uCjUuIE91dHB1dHMgYGNodW5rcy5qc29uYCByZWFkeSBmb3IgaW5nZXN0aW9uIGludG8ga25vd2xlZGdlLW1jcAoKIyMgVXNhZ2UKCmBgYGJhc2gKcHl0aG9uMyBpbmdlc3QucHkgXAogIC0tdXJsICdodHRwczovL3ZpbWVvLmNvbS8xMDIwMTAyNjI2JyBcCiAgLS1jaGFwdGVycyBjaGFwdGVycy8xMDIwMTAyNjI2Lmpzb24gXAogIC0tb3V0IC4vb3V0IFwKICAtLXdoaXNwZXItbW9kZWwgbWVkaXVtCmBgYAoKQWRkIGAtLWZyYW1lc2AgdG8gYWxzbyBleHRyYWN0IHZpZGVvIGZyYW1lcyBmb3IgZGVtbyBjaGFwdGVycyAocmVxdWlyZXMgdmlkZW8gZG93bmxvYWQpLgoKIyMgRGVwZW5kZW5jaWVzCgpgYGBiYXNoCmJyZXcgaW5zdGFsbCB5dC1kbHAgZmZtcGVnCnBpcCBpbnN0YWxsIG9wZW5haS13aGlzcGVyCmBgYAoKIyMgUmVwbyBzdHJ1Y3R1cmUKCmBgYAppbmdlc3QucHkgICAgICAgICAgICAgICAgICAgICMgTWFpbiBwaXBlbGluZSBzY3JpcHQKY2hhcHRlcnMvPHZpZGVvX2lkPi5qc29uICAgICAjIENoYXB0ZXIgbGlzdCBwZXIgc2Vzc2lvbgpvdXQvPHZpZGVvX2lkPi8gICAgICAgICAgICAgICMgT3V0cHV0IChnaXRpZ25vcmVkKQogIGF1ZGlvLm1wMwogIHRyYW5zY3JpcHQuanNvbgogIGNodW5rcy5qc29uCiAgZnJhbWVzLwpgYGAKCiMjIEFkZGluZyBhIG5ldyBzZXNzaW9uCgoxLiBDcmVhdGUgYGNoYXB0ZXJzLzx2aWRlb19pZD4uanNvbmAgd2l0aCB0aW1lc3RhbXAgKyB0aXRsZSArIHN1bW1hcnkgcGVyIGNoYXB0ZXIKMi4gUnVuIGBpbmdlc3QucHkgLS11cmwgPHZpbWVvX3VybD4gLS1jaGFwdGVycyBjaGFwdGVycy88dmlkZW9faWQ+Lmpzb25gCjMuIFJldmlldyBgb3V0Lzx2aWRlb19pZD4vY2h1bmtzLmpzb25gCjQuIEluZ2VzdCBjaHVua3MgaW50byBrbm93bGVkZ2UtbWNwIG5vdGVib29rIGBzZWN1cmV0cmFuc3BvcnQtbWRgCg==
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+# Ask Annie — ST Best Practices Session Ingestion
+
+Ingestion pipeline for Axway MFT User Group "Ask Annie" Q&A sessions on Vimeo.
+
+## What it does
+
+1. Downloads audio from a Vimeo URL via yt-dlp
+2. Transcribes with Whisper (timestamped segments)
+3. Slices transcript into per-chapter chunks using a chapters JSON file
+4. Optionally extracts frames from demo-heavy chapters for vision annotation
+5. Outputs `chunks.json` ready for ingestion into knowledge-mcp
+
+## Usage
+
+```bash
+python3 ingest.py \
+  --url 'https://vimeo.com/1020102626' \
+  --chapters chapters/1020102626.json \
+  --out ./out \
+  --whisper-model medium
+```
+
+Add `--frames` to also extract video frames for demo chapters (requires video download).
+
+## Dependencies
+
+```bash
+brew install yt-dlp ffmpeg
+pip install openai-whisper
+```
+
+## Repo structure
+
+```
+ingest.py                    # Main pipeline script
+chapters/<video_id>.json     # Chapter list per session
+out/<video_id>/              # Output (gitignored)
+  audio.mp3
+  transcript.json
+  chunks.json
+  frames/
+```
+
+## Adding a new session
+
+1. Create `chapters/<video_id>.json` with timestamp + title + summary per chapter
+2. Run `ingest.py --url <vimeo_url> --chapters chapters/<video_id>.json`
+3. Review `out/<video_id>/chunks.json`
+4. Ingest chunks into knowledge-mcp notebook `securetransport-md`
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