AI safety research.
Model development.
Company building.

Open-source tools for multi-agent safety research on open-weight models. Configure scenarios, task constraints and network rules; trace delegated actions; and compare agent reports with independently recorded evidence. Research posts document local replications and tests of behaviors such as unauthorized actions, omitted errors and unreliable reports. DynoLab also supports neuron research, interventions and local model serving. The animation adapts the October 6 team test, where protected database attempts were refused. The report comparison is a separate single-agent test from October 4.

Grape and Plum are trained and fine-tuned in-house from existing base models. Their weights are public under licenses with use restrictions. They run locally in NommAI without a subscription or per-scan inference fee. Grape estimates whole-meal totals; Plum adds food-by-food breakdowns on supported devices. The displayed numbers are recorded model estimates for NommAI’s AI-generated sample photo, not measured nutrition. Review estimates before logging. iOS and Android releases are in store review. The research paper is submitted to arXiv; a public paper link is pending. Model licenses ↗

Scratchpad Collective, Inc. is an AI technology company with a game studio at its core. The Stay is a psychological horror game in development. Phase One, a science-fiction psychological thriller, is in pre-production. Mesh-Forge combines 3D generation, rigging, and procedural animation.