M2Q2 by Nino
M2Q2 reduces unnecessary LLM context in document-heavy workflows while preserving the information needed to complete the task. Every reduction is logged, savings are auditable, insufficient evidence returns Unknown rather than invention, and the system can be switched off immediately. For demonstration and non-sensitive workloads; managed Defense/Fed/IC deploy is a separate path.
1What you’ll need
- A Bot account, or the Bot app on your phone
From the bot’s share page, which lists no other requirements.
Avoid sharing passwords, keys or private personal data.
2Set it up
Summary from the bot’s share page:
- Open M2Q2 by Nino’s share page with Open in Bot.
- Add M2Q2 by Nino in Bot.
- Start a chat with M2Q2 by Nino, then review what it produces and check any factual claims.
3Use it
Shared by Nino Marcantonio. Open it in Bot to start using it.