Sal Parvez | ML Systems RI

Self-taught full-stack engineer. Founder of ML Systems, a Rhode Island construction tech company. Shipped a React Native app to both stores plus the Next.js/tRPC/Postgres platform behind it.

Rhode Island Joined on Sep 3, 2026 https://mlsystemsri.com

Education

B.S. Finance, University of Rhode Island

Work

Founder & Lead Engineer at ML Systems

Sal Parvez | ML Systems RI

Oct 25

$40T National Debt. 1M Agents for the Principal, Humans for the Interest.

#ai #agents #machinelearning

8 min read

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Sal Parvez | ML Systems RI

Sep 23

AI Is Not Valuable. Your Context Window Is.

#discuss #ai #architecture #llm

3 min read

Sal Parvez | ML Systems RI

Sep 18

Vibe coding names a mood. The job is Language Modeler.

#discuss #ai #programming #softwareengineering

5 min read

Sal Parvez | ML Systems RI

Sep 17

Fingerprint at load, pulse before every pass: a heartbeat for agent identity

#ai #security #architecture #systemdesign

5 min read

Sal Parvez | ML Systems RI

Sep 14

MVE: The Balance in MVP

#startup #ai #architecture #systemdesign

4 min read

Sal Parvez | ML Systems RI

Sep 13

Embedded evaluators, at house scale

#ai #architecture #systemdesign #database

3 min read

Sal Parvez | ML Systems RI

Sep 11

Seven Families, One Ledger — how a house gets a grammar

#architecture #ai #systemdesign #ontology

6 min read

Sal Parvez | ML Systems RI

Sep 10

Can a Crew, a Model, and a Robot Agree on What a Rafter Is?

#architecture #ai #systemdesign #robotics

6 min read

Sal Parvez | ML Systems RI

Sep 7

The Ledger Is the Loop: How One Record Carries a House Through Loan Origination, Deconstruction, and Construction

#architecture #ai #database #startup

6 min read

Sal Parvez | ML Systems RI

Sep 6

Claims, Not Facts: Building an Auditable Multi-Author Record for a House

#architecture #ai #softwareengineering #database

5 min read

Sal Parvez | ML Systems RI

Sep 5

The Advice Was "Build on Unique Data." Mine Was a House.

#machinelearning #ai #career #startup

7 min read

Sal Parvez | ML Systems RI

Sep 5

My AI agents don't talk to each other

#ai #architecture #programming #machinelearning

5 min read

Sal Parvez | ML Systems RI

Sep 3

I stopped storing facts and started storing claims

#architecture #database #typescript #softwareengineering

5 min read

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Sal Parvez | ML Systems RI

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$40T National Debt. 1M Agents for the Principal, Humans for the Interest.

Want to connect with Sal Parvez | ML Systems RI?

AI Is Not Valuable. Your Context Window Is.

Vibe coding names a mood. The job is Language Modeler.

Fingerprint at load, pulse before every pass: a heartbeat for agent identity

MVE: The Balance in MVP

Embedded evaluators, at house scale

Seven Families, One Ledger — how a house gets a grammar

Can a Crew, a Model, and a Robot Agree on What a Rafter Is?

The Ledger Is the Loop: How One Record Carries a House Through Loan Origination, Deconstruction, and Construction

Claims, Not Facts: Building an Auditable Multi-Author Record for a House

The Advice Was "Build on Unique Data." Mine Was a House.

My AI agents don't talk to each other

I stopped storing facts and started storing claims