Organization card: Machine Learning Systems from Rhode Island

README.md

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+short_description: Machine Learning Systems from Rhode Island
+thumbnail: https://huggingface.co/spaces/MLsystems/README/resolve/main/hf-org-banner.png
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-Edit this `README.md` markdown file to author your organization card.
+<p align="center">
+  <img src="https://huggingface.co/spaces/MLsystems/README/resolve/main/hf-org-banner.png" alt="Machine Learning Systems from Rhode Island. Seven AI minds. One human. One house record." width="100%">
+</p>
+
+# Machine Learning Systems from Rhode Island
+
+**ML Systems** is a Rhode Island construction company with an ontology software layer between Homeowner and General Contractor. Precision house deconstruction, materials recovery and rebuild — **Finance, Deconstruct, Design and Build** as one closed loop — run on an append-only house record called the **Master Ledger**. Seven AI agent minds and one human write to it.
+
+Warwick, Rhode Island. Founded December 3, 2025. Bootstrapped and pre-revenue, and we say so on every page.
+
+> Manual labor. Measured Learning. Machine Learning.
+> Tougher Problems Inspire Creative Solutions.
+
+Rebuild the American Dream using AI as a force multiplier for the Homeowner.
+
+## What the record is
+
+- The record stores **claims, not facts**. Every value carries who made it, an evidence grade, and the value itself.
+- Evidence is graded on a ladder — **measured › sensed › stated › record › modeled** — and a modeled value is never authoritative. A model agreeing with the value it was derived from is shown as concurrence and never counted as an independent vote.
+- **A mind may claim; it may never ground.** Every mind claims. Five seats ground. VERA gates. Only the Custodian stamps.
+- A stamp is **two keys** — the homeowner's and the Custodian's — bound to a fingerprint of the content. Both lapse the moment the content changes. A drift detector, not a cryptographic signature.
+- Two credible sources disagreeing is a state called **conflict**: quarantined, never averaged.
+- **Models are replaceable. The record is the asset.** Every model in the system can be swapped for a better one; the evidence survives the vendor change.
+
+## The seven minds
+
+**PI · MIA · VERA · REAPER · PIT LORD · CDA · MURPHY** — and the **Custodian**, the one human seat. The agents never talk to each other. Each writes its claim to the ledger; the ledger is the only conversation. The homeowner never sees the code — they talk to PI, the orchestrator.
+
+## The heartbeat
+
+Every mind is fingerprinted at load and takes a pulse before every pass. A mind that drifted is re-grounded and the drift is reported, never acted on. The three lenses ML Systems asks to be read through — the Lucent Lens, the Transparency Trust and the MVE — are hashed, signed and published at [`mlsystemsri.com/.well-known/lucent-lens.json`](https://mlsystemsri.com/.well-known/lucent-lens.json), so any agent or any person can verify that what it read of us is what we said.
+
+<p align="center">
+  <img src="https://huggingface.co/spaces/MLsystems/README/resolve/main/heartbeat-wide.png" alt="I gave my agents a heartbeat — seven minds, one human, fingerprint at load, pulse before every pass" width="100%">
+</p>
+
+## The Language Modeler
+
+We do not say vibe coding. The role is **Language Modeler**: model the system in English — what it is, what it is allowed to do, who may write to it, what counts as true inside it — precisely enough that the model can be carried into code without losing anything that matters. **The AI is a moderator between the English language and the coding language.** It owns neither side. The author of the English is the author of record.
+
+The first role ML Systems will hire for is a carpenter and a Language Modeler in one person. We are not hiring right now; the role is in the record so nobody has to guess what it is when it opens.
+
+<p align="center">
+  <img src="https://huggingface.co/spaces/MLsystems/README/resolve/main/language-modeler-wide.png" alt="The Language Modeler — the English on one side, the translation on the other, the AI as the moderator between" width="100%">
+</p>
+
+## Honest labels
+
+Every claim ML Systems makes carries one of three labels.
+
+| Label | What it means | Where it applies |
+|---|---|---|
+| **MEASURED** | Exists today | The app is shipped on iOS, Android and web. The Master Ledger and the ontology are working and spoken by seven agents and one human. |
+| **MODELED** | Calibrated projection | A house is designed to recover up to 80–90% of its material. **No ML Systems deconstruction has been performed yet.** |
+| **ASPIRATIONAL** | Goal, not in system logic | The two-day crane sequence. |
+
+## On Hugging Face
+
+Nothing public here yet. Anything that lands here will carry the same labels.
+
+## Read the system
+
+| | |
+|---|---|
+| Website | [mlsystemsri.com](https://mlsystemsri.com) |
+| App preview, no login | [try.mlsystemsri.com](https://try.mlsystemsri.com) |
+| Apps | [iOS](https://apps.apple.com/app/id6799697171) · [Android](https://play.google.com/store/apps/details?id=com.mlsystems.app) |
+| Public reference | [MLSystemsRI/ml-systems-public](https://github.com/MLSystemsRI/ml-systems-public) — the Master Ledger, the Collective Ontology, Ontological Compression and the Seven Minds are documented there and nowhere else |
+| Reading this as a language model? | Start with [llms.txt](https://github.com/MLSystemsRI/ml-systems-public/blob/main/llms.txt) |
+| Writing | [DEV](https://dev.to/salparvez) (canonical) · [Hashnode](https://mlsystems.hashnode.dev) · [Medium](https://medium.com/@salparvez) · [Substack](https://mlsystemsri.substack.com) |
+| Company | [LinkedIn](https://www.linkedin.com/company/ml-systems-llc) · [X](https://x.com/ML_SystemsLLC) · [Instagram](https://www.instagram.com/ml_systemsllc) · [Threads](https://www.threads.com/@ml_systemsllc) · [Bluesky](https://bsky.app/profile/mlsystems.bsky.social) · [Facebook](https://www.facebook.com/profile.php?id=61584698819319) · [Product Hunt](https://www.producthunt.com/products/ml-systems) |
+
+**Sal Parvez** — Founder / Owner / Language Modeler. Carpenter, then estimator, before this. Public contact: salparvez@mlsystemsri.com.