TeamTalk – Instead of asking one AI, let a whole team debate it
Multi-agent debate framework beats single-AI answers, but scaling multi-turn prompts isn't novel.

Structured technical specs that sync directly to engineering issues.
Product Engineers, Technical PMs, Founder-Developers
Linear · Notion · Jira Product Discovery
Multi-agent debate framework beats single-AI answers, but scaling multi-turn prompts isn't novel.
Accessibility tree instead of screenshots: structured, fast, works with any native macOS app.
Better table extraction than Unstructured for RAG pipelines.
1400-line clean-room NTFS repair spec when ntfsfix can't handle real corruption.
Agent edits helpers.py mid-task while LangChain locks you into predefined tools.
Structured flight and restaurant APIs beat brittle browser automation for agents.