Insights
Ideas on governed intelligence.
Essays on accountable, auditable AI — in government and the regulated private sector: explainability, transparency, and serving people in their own language — from the team building NaciluzAI.
Cada decisión, a la luz.
From our Substack
Latest articles
New articles will appear here as soon as we publish them on Substack.
Anchors
Introducing NaciluzIA: Light on the Public Sector
An older woman in Alta Verapaz who speaks only Q'eqchi' is owed a pension. To claim it, she travels four hours to a municipal office, waits most of a day, and is…
Read →AnchorsWhy a Government AI Must Never Decide
There is a seductive pitch making its way through ministries across Latin America: let artificial intelligence approve the benefits, issue the permits, flag the…
Read →Vision
Governed Intelligence: The Next Form of the State
For two decades, the ambition of public-sector modernization had a name: digital government. Put the forms online. Move the records into databases. Let a citizen…
Read →VisionThe Limit Is the Unlock
Most conversations about artificial intelligence in government begin with a question about capability: how much can the machine do? We want to begin somewhere…
Read →VisionWhy the Moat Isn't the Software — It's the Standard
Ask what makes a government-technology company defensible and the instinct is to point at the software: the model, the interface, the pipeline that turns a…
Read →VisionA Public-Sector Operating System
We are often introduced as an AI company, and we understand why. Artificial intelligence is the part of NaciluzIA that catches the eye — the system that…
Read →Policy & governance
What a Development Bank Actually Buys: Explainable-by-Construction
When a multilateral lender evaluates a government technology proposal, it is not, in the end, buying software. It is buying a defensible answer to a single…
Read →Policy & governanceStrengthen, Don't Police: How to Get Every Ministry to Say Yes
The hardest problem in government technology is not technical. The models exist. The rules engine is well-understood. The cryptography is decades old. The…
Read →Policy & governanceFrom Pilot to Law: The Honest Path to a Legal Mandate
It is tempting, when you believe in an idea, to describe its destination as though it were near. We would rather be honest. A national platform for algorithmic…
Read →Technical & architecture
Probabilistic Tools, Deterministic Decisions
There is a category error at the heart of most 'government AI' projects, and it is worth naming precisely, because getting it wrong is how a helpful tool becomes…
Read →Technical & architectureThe Audit Trail Is the Product
When we describe NaciluzIA to engineers, they often reach for the word 'blockchain.' When we describe it to a comptroller, a judge, or a minister, that word…
Read →Technical & architectureBuy Intelligence, Build Governance
One of the most consequential decisions in a government AI project is also one of the least discussed: what do you build, and what do you buy? Get it wrong and…
Read →Technical & architectureFailure Modes: What Happens When the AI Is Wrong
Most pitches for government AI are written as if the system always works. Ours is designed around the certainty that sometimes it will not. This is not…
Read →Inclusion & impact
Dignity in Your Own Language
A woman in Alta Verapaz walks into a municipal office to ask about a benefit she is owed. She speaks Q'eqchi'. The clerk speaks Spanish. The form is in Spanish.…
Read →Inclusion & impactThe Four-Hour Pension
An older woman in Alta Verapaz who speaks only Q'eqchi' is owed a pension. To claim it, she rises before dawn, travels four hours to a municipal office, waits…
Read →Inclusion & impactThe Corpus as a Public Good
When a linguist at the Academia de Lenguas Mayas checks how NaciluzIA renders a benefits question into Q'eqchi' — correcting a verb here, flagging a regional…
Read →For the private sector
Explainable Credit Decisions, by Construction
A bank declines a loan. The applicant — or a regulator, months later — asks a simple question: why? If the answer is 'the model scored you below the cutoff,' the…
Read →For the private sectorRegulatory Intelligence from a Living Legal Corpus
To make a government decision defensible, NaciluzIA had to solve a problem that looked mundane and turned out to be foundational: the law had to become something…
Read →The journey
Building the MVP with Guatemala's Universities
When people hear that NaciluzIA is being built with students, they sometimes assume we are cutting a corner — trading professional rigor for cheap labor and…
Read →The journeyWhy We Started with One Program in One Municipality
The name is national. The first step is not. NaciluzIA is a National Platform for Algorithmic Governance, and yet our first build is a three-month MVP for one…
Read →The journeyNonprofit and For-Profit: Why We Chose Both
One of the first questions anyone asks about NaciluzIA is also one of the fairest: is this a company or a charity? People want to know who owns it, who profits,…
Read →Want to talk?
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