# Argus

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Kiheun Choi](https://cerebralvalley.ai/u/boxlogodev)
- **GitHub:** https://github.com/BoxLogoDev/argus-counts
- **Demo video:** https://github.com/BoxLogoDev/argus-counts/blob/main/demo/assets/argus-demo-fallback-draft.mp4
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/882

Argus is a warehouse stock-count copilot. Argus photographs a warehouse bin with a terminal. SAM 3.1 counts the items in the bin. The count is reconciled against the ledger. A discrepancy report with action priorities is produced. Manual bin counting is slow. Missed counts and double counts happen. Delayed recording drifts the ledger away from physical stock. After finding a discrepancy, the worker still needs to know which bin to check first. The workflow has four steps. Step 1 is capture. The worker photographs a bin with the terminal. Step 2 is SAM counting. Argus counts items at the adapter boundary. Step 3 is ledger reconciliation. Argus compares ledger and counted quantities per bin. Step 4 is the discrepancy report. Argus separates matches from mismatches and attaches actions. Verdicts are match, short, and over. Match means ledger and counted quantities are equal. Short means the counted quantity is lower. Over means the counted quantity is higher. All examples are fictional demo data. On this fictional demo data, there are 6 demo bins. On this fictional demo data, 4 bins matched and 2 bins mismatched. On this fictional demo data, the short case is A-01-02 with ledger 8, counted 5, and delta -3. On this fictional demo data, the over case is B-01-02 with ledger 6, counted 9, and delta +3. On this fictional demo data, total absolute delta is 6 and net delta is 0. On this fictional demo data, match rate is 66.7%. On this demo basis, 2 mismatches out of 6 bins, total absolute delta 6, and a 66.7% match rate are organised in one reconciliation pass, with action priorities attached. Action priority sorts mismatches by absolute delta descending, with ties broken by bin_id ascending. A short verdict leads to re-photographing the bin and checking receiving and shipping records. An over verdict leads to checking for misplaced stock and checking transfer and return records.

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/882. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt