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#agents#ai#cloud#mcp
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Human-in-the-Loop Agents in Pure Dart: Genkit, MCP and an Approval Gate on Cloud Run ...
Sal Parvez | ML Systems RI1 min read
Author profile
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.
Articles by @salparvez
Browse the latest writing surfaced through DevArt.
Sal Parvez | ML Systems RI1 min read
#ai#agents#machinelearning
$40T National Debt. 1M Agents for the Principal, Humans for the Interest.
Split the national debt into two jobs. Give the principal to one million AI agents on a public...
Sal Parvez | ML Systems RI8 min read
#ai#architecture#llm#discuss
AI Is Not Valuable. Your Context Window Is.
The models are remarkable, and they are not mine. Any contractor in my state can rent the same model...
Sal Parvez | ML Systems RI3 min read
#ai#programming#softwareengineering#discuss
Vibe coding names a mood. The job is Language Modeler.
This started as a comment under Giorgi Kobaidze's "Vibe Coding Isn't the Problem. Calling It...
Sal Parvez | ML Systems RI5 min read
#ai#security#architecture#systemdesign
Fingerprint at load, pulse before every pass: a heartbeat for agent identity
The systems half of a piece that lives on the ML Systems site — the canonical is I Gave My Agents a...
Sal Parvez | ML Systems RI5 min read
#startup#ai#architecture#systemdesign
MVE: The Balance in MVP
Every startup is told to build an MVP. In American English that acronym means two things at once, and...
Sal Parvez | ML Systems RI4 min read
#ai#architecture#systemdesign#database
Embedded evaluators, at house scale
On September 12 Dario Amodei published We Must Pace the Frontier. Step one of his plan is the one I...
Sal Parvez | ML Systems RI3 min read
#architecture#ai#systemdesign#ontology
Seven Families, One Ledger — how a house gets a grammar
A house means different things to different parties To an assessor a house is a valuation....
Sal Parvez | ML Systems RI6 min read
#architecture#ai#systemdesign#robotics
Can a Crew, a Model, and a Robot Agree on What a Rafter Is?
Three parties describe the same roof and none of them can read the others' description. The town...
Sal Parvez | ML Systems RI6 min read
#architecture#ai#database#startup
The Ledger Is the Loop: How One Record Carries a House Through Loan Origination, Deconstruction, and Construction
ML Systems runs a three-stage value chain on a single house: Loan Origination → Deconstruction ...
Sal Parvez | ML Systems RI6 min read
#architecture#ai#softwareengineering#database
Claims, Not Facts: Building an Auditable Multi-Author Record for a House
Most systems that describe a building store facts. A row says the house has three bedrooms. Another...
Sal Parvez | ML Systems RI5 min read
#machinelearning#ai#career#startup
The Advice Was "Build on Unique Data." Mine Was a House.
A response to Marina Wyss's How I'd Learn Machine Learning in 2026, from someone who arrived at the...
Sal Parvez | ML Systems RI7 min read
#ai#architecture#programming#machinelearning
My AI agents don't talk to each other
I run seven agents over the same domain. They have never once sent each other a message. That was...
Sal Parvez | ML Systems RI5 min read
#architecture#database#typescript#softwareengineering
I stopped storing facts and started storing claims
Every table I have ever written starts from the same quiet assumption: that there is one right answer...
Sal Parvez | ML Systems RI5 min readAdvertisement