The problem_
Creators burn hours brainstorming, scripting, and structuring short-form content. I wanted an agent pipeline that handles ideation → script → structure in one pass, while still feeling human and on-brand.
What I built_
- Multi-agent workflow — specialized agents for ideation, scripting, hook generation, and structuring.
- Reel planning with intelligent task routing between agents via LangGraph.
- Scalable orchestration for automated content-creation pipelines.
- Prompt contracts between agents to keep voice and style consistent across the pipeline.
Stack_
- LangGraph for orchestration
- Qwen3 as the reasoning model
- Python backend, lightweight React front-end
- Vector store for long-term memory
Lessons_
Creative tasks punish rigid pipelines. The fix was letting agents propose variations and having a judge-agent pick the best — quality jumped noticeably. Streaming partial outputs also made the UI feel dramatically faster.
─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─