AI R&D lab for agents in the real world
We run fast, practical experiments on AI agents in production environments — then open the most promising ones to collaborators, contributors, and future teammates.
Based in Seattle, we've run experiments in healthcare, education, finance, and energy — we're looking for people who want to push agents beyond demo-ware.
Experiment feed
Multi-agent incident responder for Stripe + Slack
RunningLet AI agents triage and respond to Stripe and Slack events in real time, without cron jobs or polling.
Timeline: Feb–Mar 2026
Owners: Frank M., Dev Team
What we've tried
Version 1 handles webhooks reliably; we’re now testing how far we can push agents on call routing and summarization.
How you can help
We’re especially interested in AI engineers and PMs who’ve shipped real-time workflows.
AI-assisted clinical note summarization
DesigningSummarize lengthy patient visit notes into structured, provider-ready formats using LLM pipelines.
Timeline: Mar–Apr 2026
Owners: Frank M.
What we've tried
Early prompt engineering showed promising results on de-identified notes; now scoping a structured evaluation framework.
How you can help
Looking for clinicians or health-tech engineers familiar with EHR integrations.
Energy grid anomaly detection dashboard
ShippedBuild a real-time dashboard that flags anomalous meter readings using lightweight ML models.
Timeline: Nov 2025–Jan 2026
Owners: Dev Team
What we've tried
Shipped v1 with isolation-forest models; accuracy exceeded baseline by 18% on test utility data.
How you can help
This experiment has shipped. Review the write-up or reach out if you want to extend it.
Conversational onboarding flow for intern applicants
DesigningReplace static forms with a guided AI chat that collects applicant info and answers FAQs.
Timeline: Mar–May 2026
Owners: Frank M.
What we've tried
Prototyped a basic chat widget; exploring how to balance structured data capture with open-ended conversation.
How you can help
We need UX researchers and front-end engineers to co-design the conversation flow.
Ways to work with us
Join a live experiment
Pick an experiment tagged “Open to collaborators” and tell us how you'd like to contribute.
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Have a thorny AI agents problem in your product or research? Pitch an experiment and we'll see if it fits our roadmap.
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