# Agent Team Web UI
## Project Overview
Local Web UI for managing AI agent team. Opus 4.6 as dispatcher, decomposes tasks and distributes to sub-models via capability-based routing.
## Tech Stack
- **Backend**: Python 3.14 + FastAPI + SQLAlchemy async + aiosqlite
- **Frontend**
# Memory Index
## Project
- [project_legal_training.md](project_legal_training.md) - Legal team AI training presentation project status and context
## Feedback
- [feedback_presentation_methodology.md](feedback_presentation_methodology.md) - Proven presentation creation approach
- [user_setup.md](user_setup.md) — Local omlx LLM setup, shared port constraint between Claude Code and prism
- [project_token_tracker.md](project_token_tracker.md) — Token usage tracking proxy at :8100, intercepts LLM traffic for CEO dashboard
- [feedback_youtube_transcript.md](
# Memory Index
## User Profile
- Algorithm team TL at major tech company, ~40 people, 1500+ GPUs
- Frequently invited to give algorithm popularization talks and sharing sessions
- Wants to gradually internalize domain knowledge into this system
- Algorithm talks + knowledge inte
# Agent Team Web UI
## Project Overview
Local Web UI for managing AI agent team. Opus 4.6 as dispatcher, decomposes tasks and distributes to sub-models via capability-based routing.
## Tech Stack
- **Backend**: Python 3.14 + FastAPI + SQLAlchemy async + aiosqlite
- **Frontend**
# Memory Index
## Project
- [project_legal_training.md](project_legal_training.md) - Legal team AI training presentation project status and context
## Feedback
- [feedback_presentation_methodology.md](feedback_presentation_methodology.md) - Proven presentation creation approach
- [user_setup.md](user_setup.md) — Local omlx LLM setup, shared port constraint between Claude Code and prism
- [project_token_tracker.md](project_token_tracker.md) — Token usage tracking proxy at :8100, intercepts LLM traffic for CEO dashboard
- [feedback_youtube_transcript.md](
# Memory Index
## User Profile
- Algorithm team TL at major tech company, ~40 people, 1500+ GPUs
- Frequently invited to give algorithm popularization talks and sharing sessions
- Wants to gradually internalize domain knowledge into this system
- Algorithm talks + knowledge inte
# Agent Team Web UI
## Project Overview
Local Web UI for managing AI agent team. Opus 4.6 as dispatcher, decomposes tasks and distributes to sub-models via capability-based routing.
## Tech Stack
- **Backend**: Python 3.14 + FastAPI + SQLAlchemy async + aiosqlite
- **Frontend**
# Memory Index
## Project
- [project_legal_training.md](project_legal_training.md) - Legal team AI training presentation project status and context
## Feedback
- [feedback_presentation_methodology.md](feedback_presentation_methodology.md) - Proven presentation creation approach
- [user_setup.md](user_setup.md) — Local omlx LLM setup, shared port constraint between Claude Code and prism
- [project_token_tracker.md](project_token_tracker.md) — Token usage tracking proxy at :8100, intercepts LLM traffic for CEO dashboard
- [feedback_youtube_transcript.md](