agentic_POS_monitoring

Inspiration — SMB retail loss prevention + parallel specialist agents What it does — POS + mock CV/ASR segments, five agents, merge, Streamlit, Slack/Discord, voice copilot How we built it — orchestrator, policy, SSL/certifi, media scripts, architecture docs/SVG Challenges — SSL, Streamlit/mic, media paths, Slack text, filenames with spaces Accomplishments — clear agent map, policy UX, honest mocks, voice layer, diagrams What we learned — fusion vs one LLM, merge/severity, demo reliability, webhook behavior What's next for agentic_POS_monitoring — real CV/ASR, POS alignment, eval, scale-out, MCP, product features

Built With

• python
• streamlit