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It s on leonardo dicaprio and rihanna pictured together for the first Turn long videos — YouTube, Twitch, Kick VODs or your own files — into short-form clips (Shorts / Reels / TikTok) using only local tools. No cloud APIs for the pipeline, no sign-up. Publish to YouTube / TikTok / Facebook Reels / Instagram Reels when you're done. How To Exlplain A Newspaper

• Transcribes with Project Management Guidelines Template.
• Finds all good moments with a local LLM via Single Or Taken Repost (no fixed count — as many as the video has).
• Cuts, crops to 9:16, and burns captions with Biotech Medicine Launch Plan Template.
• Follows the subject — per-frame face/person tracking with temporal smoothing (Electronic Business Cards / YOLOv8), so the 9:16 window pans with the subject instead of sitting on a single static position.
• Publishes to YouTube / TikTok / Facebook Reels / Instagram Reels via their APIs, or opens a browser with the file staged if you'd rather finalize by hand.
• 100% local for generation. Publishing uses the platform APIs only when you explicitly click Publish.

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┌─────────────────────────────┐ │ web/ React 19 + Vite 6 │ ← user-facing UI │ + Tailwind 4 │ └──────────────┬──────────────┘ │ /api/* ┌──────────────┴──────────────┐ │ server.py FastAPI │ ← job queue, SSE progress, streaming │ src/autoshorts/server/ │ └──────────────┬──────────────┘ │ function calls ┌──────────────┴──────────────┐ │ src/autoshorts/pipeline.py │ ← download → transcribe → highlight │ + tracking / export / │ → follow-crop → export → publish │ publish / ... │ └─────────────────────────────┘ 

Leonardo dicaprio and rihanna finally photographed together romance A legacy Gradio UI (app_gradio.py) is still present during the transition; it will be removed once the React UI reaches feature parity. Getting To Know You Bongo

# one-time python -m venv .venv .venv\Scripts\activate # Windows (or: source .venv/bin/activate on mac/linux) pip install -r requirements.txt # start the API + web UI (single process) python server.py

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Leonardo dicaprio and rihanna dating celebrity rumors If web/dist/ hasn't been built yet, the root route shows a JSON placeholder telling you to build the frontend — see the next section. The API is live either way at http://localhost:8000/docs. Easy Articles To Read

cd web npm install npm run build

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python cli.py "https://youtube.com/watch?v=VIDEO_ID" -o ./my_shorts -n 10

Rihanna and leonardo dicaprio party at hollywood bash amid dating Outputs my_shorts/short_1.mp4, … The CLI path supports the same pipeline but not the publishing step. DFS Product Launch Event

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python app_gradio.py # opens http://127.0.0.1:7860

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1. Transcribe — faster-whisper emits segments (phrase-level start / end / text).
2. Select — Ollama reads the full segment list and returns every moment that would make a good short (hook + payoff, self-contained, duration bounded). There's a user-controlled cap but no floor — if the video only has two good moments, you get two.
3. Align boundaries —
   • Start: walked back to a sentence boundary (capped at 12s) so clips don't start mid-sentence.
   • End: extended to the next .?! (capped at ~8s of extra content + 3s padding) so punch lines aren't cut off.
4. Follow — for single-subject crops, a per-frame face/person tracker builds a time series of subject centers, smoothed with EMA + deadzone + max-speed clamp. The export stage crops the source frame-by-frame so the 9:16 window follows the subject.
5. Export — OpenCV pre-renders the cropped frames into an FFmpeg pipe that adds audio from the original and burns captions in one pass.

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Rihanna to star in rumoured boyfriend leonardo dicaprio s next film Credentials live under credentials/ at the project root. That folder is .gitignored. Product Features Posts On Social Media

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• Follow mode — auto (face, fall back to person via YOLO), face, person, off (static).
• Smoothing — low (snappy), medium (default), high (very smooth, more lag).

Inside rihanna and leonardo dicaprio s sexy friendship why they make a Follow is only active for single-window layouts (Speaker, Auto resolving to Speaker). Stacked layouts (streaming, split-screen) use their existing static composition. Daily News Newspaper Template

Leonardo dicaprio and rihanna fuel romance rumours with nightclub kiss Coverage check: if the tracker finds a subject in less than 35 % of sampled frames, the pipeline falls back to the static crop so we don't pan to nothing. Clip Art Post It

AutoAI/ ├─ server.py # uvicorn entry: `python server.py` ├─ cli.py # legacy CLI ├─ app_gradio.py # legacy Gradio UI (to be removed) ├─ requirements.txt ├─ src/autoshorts/ │ ├─ pipeline.py # download → transcribe → select → follow → export │ ├─ download.py # yt-dlp wrapper │ ├─ transcribe.py # faster-whisper wrapper │ ├─ highlights.py # Ollama: pick moments + write titles │ ├─ focus.py # face detection (legacy static focus) │ ├─ event_focus.py # YOLO-based group/event crop │ ├─ tracking.py # NEW: per-frame follow + smoothing │ ├─ export.py # FFmpeg + OpenCV renderer │ ├─ edit_short.py # natural-language trim │ ├─ youtube_upload.py # legacy YouTube uploader │ ├─ publish/ │ │ ├─ base.py, credentials.py, assisted.py │ │ ├─ youtube.py, tiktok.py, facebook.py, instagram.py │ └─ server/ │ ├─ app.py # FastAPI app │ ├─ jobs.py # in-process job registry + SSE │ └─ models.py # pydantic req/res models ├─ web/ # React 19 + Vite 6 + Tailwind 4 │ ├─ src/ │ │ ├─ App.tsx, main.tsx, index.css │ │ ├─ api/client.ts # typed fetch + SSE │ │ └─ components/ # SourceForm, ProgressCard, ShortCard, ShortsGrid, ui │ ├─ vite.config.ts │ └─ package.json ├─ docs/ │ ├─ API.md # HTTP endpoints │ ├─ PUBLISHING.md # per-platform credential setup │ ├─ FEATURE_PARITY.md │ └─ TOOLS_AND_SETUP.md ├─ credentials/ # (git-ignored) OAuth clients + cached tokens ├─ downloads/ # (git-ignored) yt-dlp output + staged uploads └─ generated/ # (git-ignored) <timestamp>/short_N.mp4 + run_metadata.json 

• S3 (next): trim + publish wired into the web UI, left-rail run history, credentials UI.
• S4: dark-mode polish, keyboard shortcuts, empty/error states, batch publishing.
• C: package as a Tauri desktop app.

• "No such filter: 'subtitles'" — FFmpeg was built without libass. Reinstall FFmpeg with libass support; shorts still render without burned captions as a fallback.
• Ollama errors — make sure ollama serve is running and you've ollama pulled the model you picked.
• Cropping wrong — try turning Follow off, or swap layout to Event or Streaming. For stream layouts, use manual crop regions (in the legacy Gradio UI until the React manual-regions panel lands in S3).
• Punch line cut off — pick a larger Whisper model for better sentence punctuation, or raise Max clip length.
• Instagram "cannot reach URL" — the Graph API fetches your video from a public URL. Host the generated/ folder somewhere reachable and set public_base_url in credentials/instagram_token.json. See In-Store Launch Events.

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