ML Systems | Sal Parvez

$40T National Debt. 1M Agents for the Principal, Humans for the Interest. Agents pay the principal on a public Day-N schedule. Humans carry the interest. It only works if we stop adding principal. (Modeled, not a forecast.) mlsystemsri.com/insights/1m-...

AI agents don't always fail by crashing. Sometimes they fail by running forever. Here, Daniel teaches you how to build a production-safe agent loop in Python. You'll define exit conditions, enforce token and turn limits, add human review, and lots more. www.freecodecamp.org/news/how-to-...

AI is not valuable. Your context window is. Everyone rents the same brain at the same price. The model is the carpenter's skill; the window is the drawings, the measurements, and who signs off before a cut. Nobody sells you one. Size is capacity. Curation is the asset. mlsystemsri.com/insights

Not vibe coding. The role is Language Modeler: model the system in English so the AI can carry it into code. The AI moderates between two languages, owns neither. Author of the English = author of record. github.com/MLSystemsRI/ml-systems-public/blob/main/why/articles/the-language-modeler.md

I gave my agents a heartbeat: fingerprint every mind's origin at load, pulse before every pass, re-ground what drifted. Reflex, not report. Then I pointed it outward: how ML Systems asks to be read is hashed, signed, published. Verify it. mlsystemsri.com/insights/i-gave-my-agents-a-heartbeat

MVP means Most Valuable Player and Minimum Viable Product. They pull apart. I run ML Systems on the balance: MVE, Minimum Viable Expense. Not the cheapest spend. The one that comes back more than once. Same rule for the agents' compute. dev.to/salparvez/mv...

Amodei, Altman and Musk all said it this weekend: pace the frontier. A year ago that fear made me start a construction company. The slow lane I built is grammar, not policy: agents claim, they can't ground; only a human stamps. Full piece: github.com/MLSystemsRI/ml-systems-public/tree/main/why

Where ML Systems keeps its work: the public reference — Master Ledger, Collective Ontology, Seven Minds — is github.com/MLSystemsRI/ml-systems-public. Writing: dev.to/salparvez. Site: mlsystemsri.com. Precision house deconstruction, Rhode Island.