| title: ML Systems · Insights | |
| emoji: 🏠 | |
| colorFrom: yellow | |
| colorTo: gray | |
| sdk: static | |
| pinned: true | |
| short_description: Machine Learning Systems from Rhode Island — the writing | |
| thumbnail: https://huggingface.co/spaces/MLsystems/insights/resolve/main/hf-org-banner.png | |
| # ML Systems · Insights | |
| The public writing of ML Systems, a Rhode Island construction company with an ontology software layer between Homeowner and General Contractor. Four pieces, in the order they were written to be read: | |
| 1. **Pace the Frontier, Pace the House** — the founding story; deconstruction in lieu of demolition; MVE as the balance in MVP. | |
| 2. **An Ontology on Three Blue Notepads** — the ontology before the computer. | |
| 3. **I Gave My Agents a Heartbeat** — fingerprint at load, pulse before every pass; the Lucent Lens hashed, signed and published. | |
| 4. **The Language Modeler** — the role ML Systems uses instead of vibe coding. | |
| Canonical sources: [mlsystemsri.com/insights](https://mlsystemsri.com/insights) and [MLSystemsRI/ml-systems-public](https://github.com/MLSystemsRI/ml-systems-public). Labels on every claim: MEASURED, MODELED, ASPIRATIONAL. No ML Systems deconstruction has been performed yet. | |