| # Build Small Submission Plan |
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| ## Project |
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| - Space: https://huggingface.co/spaces/build-small-hackathon/tiny-dispatch-coach |
| - Runtime: https://build-small-hackathon-tiny-dispatch-coach.hf.space/ |
| - Submission collection: https://huggingface.co/collections/build-small-hackathon/tiny-dispatch-coach-build-small-submission-6a2a78cece4ba47b80282176 |
| - Real demo video: https://huggingface.co/datasets/build-small-hackathon/tiny-dispatch-coach-media/blob/main/tiny-dispatch-coach-real-demo.webm |
| - Public sharing post: https://huggingface.co/spaces/build-small-hackathon/tiny-dispatch-coach/discussions/1 |
| - Trace dataset: https://huggingface.co/datasets/build-small-hackathon/tiny-dispatch-coach-traces |
| - Track: Backyard AI |
| - Model: `openbmb/MiniCPM5-1B-GGUF` |
| - File: `MiniCPM5-1B-Q4_K_M.gguf` |
| - Parameters: 1.08B |
| - Runtime path: local GGUF through `llama-cpp-python`, enabled by checkbox |
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| ## Why It Fits Build Small |
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| Tiny Dispatch Coach solves a narrow operational problem: turn a small delivery |
| sheet and messy dispatcher notes into an auditable route plan. The model does |
| not invent routes. MiniCPM5 parses human instructions into a compact constraint |
| schema, then deterministic code computes time windows, capacity, route splits, |
| late minutes, waiting time, and baseline deltas. |
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| This makes the small model useful because the task is bounded: |
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| - Extract route constraints from natural language notes. |
| - Keep all route math deterministic and inspectable. |
| - Run without cloud LLM APIs. |
| - Use only synthetic demo data. |
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| ## Bonus Quest Alignment |
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| - OpenBMB Awards: uses `openbmb/MiniCPM5-1B-GGUF`. |
| - Off the Grid: no cloud LLM API or external inference service. |
| - Llama Champion: MiniCPM5 runs through `llama-cpp-python` when available. |
| - Field Notes: see `FIELD_NOTES.md`. |
| - Sharing is Caring: see `agent_trace.json`. |
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| ## Demo Video Script |
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| 1. Open the Space and point to the OpenBMB MiniCPM5 badges. |
| 2. Leave the CSV empty so the synthetic sample is used. |
| 3. Read the default dispatcher note: start time, urgent school/clinic stops, |
| fresh produce before lunch, van capacity 18. |
| 4. Click **Plan route**. |
| 5. Show the parser trace: MiniCPM5 path or explicit deterministic fallback. |
| 6. Show the Dispatch Score: |
| - Manual late minutes: 207. |
| - Tiny Dispatch Coach late minutes: 0. |
| - On-time rate: 100%. |
| - Capacity split: 3 trips. |
| 7. Show the driver cards and route map. |
| 8. Close with the privacy stance: synthetic data, no API keys, no customer data, |
| no cloud LLM API. |
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| ## Social Post Draft |
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| I built Tiny Dispatch Coach for the Build Small Hackathon: |
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| Small delivery teams often have messy notes, tight windows, and a van capacity |
| constraint. This Gradio Space uses a MiniCPM5-ready constraint parser plus a |
| deterministic planner to create auditable driver routes. The OpenBMB |
| MiniCPM5-1B-GGUF path runs locally through llama.cpp when enabled; default fast |
| mode keeps the public CPU Basic demo responsive. |
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| No cloud LLM API. Synthetic demo data only. 1.08B params. |
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| Space: https://huggingface.co/spaces/build-small-hackathon/tiny-dispatch-coach |
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| #BuildSmallHackathon #HuggingFace #Gradio #OpenBMB #MiniCPM |
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| Published share post: |
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| https://huggingface.co/spaces/build-small-hackathon/tiny-dispatch-coach/discussions/1 |
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| ## Demo Video |
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| Real browser-captured demo: |
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| https://huggingface.co/datasets/build-small-hackathon/tiny-dispatch-coach-media/blob/main/tiny-dispatch-coach-real-demo.webm |
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| ## Submission Package |
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| Public Hugging Face Collection: |
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| https://huggingface.co/collections/build-small-hackathon/tiny-dispatch-coach-build-small-submission-6a2a78cece4ba47b80282176 |
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| ## Final Submission Checklist |
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| - [x] Public Hugging Face Space. |
| - [x] Gradio app. |
| - [x] Model under 32B parameters. |
| - [x] OpenBMB model listed in README metadata. |
| - [x] Synthetic sample data only. |
| - [x] No secrets or real customer records. |
| - [x] Field notes included. |
| - [x] Agent trace included. |
| - [x] Record short demo video. |
| - [x] Publish social post. |
| - [x] Package Space link, video link, and social post link before the deadline. |
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