# Do Nothing Labs > Do Nothing Labs is a one-person independent practice: AI-native systems for real estate and the businesses that operate it. Portfolio of client work, side projects, and writing. Taking a small number of projects. ## Pages - [Home](https://donothinglabs.com/): Work, side projects, thinking - [About](https://donothinglabs.com/about): Background, method, and how to work together - [Where AI Actually Helps a Service Business](https://donothinglabs.com/agent-services): Field notes on agents in service operations --- ## Do Nothing Labs I think in systems. AI builds them. AI-native systems for real estate and the businesses that operate it. Built to be used and to deliver real value. Working software in days, not decks in weeks. AI can build almost anything now. Knowing what to build, what good looks like, and what people will actually use is the work. When execution is no longer scarce, judgment is. Status: taking a small number of projects. --- ## Work ### Connexus [CURRENT] Multifamily Leading AI strategy at Connexus, a multifamily procurement and vendor management platform. Architecture, agent tooling, and the data workflows behind procurement intelligence. - https://www.joinconnexus.com ### Shadowpoint Media [CLIENT PROJECT] Real Estate Media AI-powered company research and intelligent roadmap for Shadowpoint Media. Driving data-backed marketing decisions across their real estate media and creative services portfolio. - https://www.shadowpointmedia.com ### CFG Reserve [OPERATING] Hospitality The Tucson hospitality and short-term rental company I founded after Panoply. In-house operations, pricing that moves hourly, and an AI-native back office that lets a small team run like a large one. 4.97 average guest rating. - https://cfgreserve.com ### Panoply [EXITED] Hospitality Co-founded Panoply and scaled it to 45+ short-term rental properties at over 90% occupancy before a strategic exit. Pricing algorithms, automation, and the daily handoffs where operations break. --- ## Side Projects ### ARC, Solomon [LIVE] AI-Native Fund Architecture Multi-agent adversarial fund architecture. An AI council of scouts, analysts, and a risk sentinel with veto power debates capital allocation while deterministic math manages risk. Anthropic vs OpenAI, same architecture, different brains, side by side. - Dashboard: https://arc.donothinglabs.com - Architecture Thesis: https://arc.donothinglabs.com/origin ### AEGIS [LIVE] Global Intelligence System Real-time OSINT dashboard. 3D globe with live event tracking from USGS, NOAA, NASA EONET, GDELT, 13 RSS defense feeds, Polymarket prediction markets, and financial data. Claude-powered analyst generates intelligence briefings every 4 minutes. - System: https://www.aegis.donothinglabs.com --- ## Thinking ### The Solomon Origin [Published] Why LLMs should generate signals while math manages risk. How adversarial multi-agent councils create better decisions than single-model prompts. The full architectural thesis behind an AI-native fund. https://arc.donothinglabs.com/origin ### Where AI Actually Helps a Service Business [Field Notes] Most service businesses don't have an AI problem. They have handoff, visibility, and fragmentation problems. Where agents earn their place between office, field, and customer, and where they don't. https://donothinglabs.com/agent-services ### The Conductor Thesis [Coming] Systems thinking and problem abstraction, applied to building with AI. Before anything gets built: why is this a problem, who does it affect, what does success look like, and does it still hold as the technology changes. Not one-shot prompts. Pairing with AI through the problem, then the build. --- ## About Operator turned AI systems builder. Business background, operator instincts, obsession with how things should work. AI-native from the start. Focused on real estate and property operations. Shipped production systems for companies inside private equity portfolios, at funds with up to $1B in AUM. Method: traditional systems thinking. Why is this a problem, who does it affect, what does success look like, how does it scale as the technology changes. Pairing with AI through the problem, not one-shot prompts. **Current:** Principal AI Solutions Architect, Contextual.io (PE-backed, Southfield Capital) **Also:** Founder, CFG Reserve (Tucson hospitality and short-term rentals, run AI-native) **Prior:** Co-Founder & Head of Strategy, Panoply (Short-Term Rental Management, strategic exit) **Education:** B.S. Business Administration, University of Arizona, Eller College **Location:** Tucson, AZ ### Working Together Do Nothing Labs is a side practice, kept small. A limited number of projects at a time, each scoped around a real problem and a working system. Real estate and property operations first. --- ## Contact - Email: dom@donothinglabs.com - LinkedIn: linkedin.com/in/dominiccarrillo The best systems let you do nothing.