AI research for public systems.

We build corpora, evals, agents, and working interfaces for the messy institutions people actually depend on.

public frictioncorpusevalagentinterfaceresearch log
Field thesis

Public systems are frontier research environments.

LATAM gives us brittle portals, fragmented law, weak APIs, and Spanish-language gaps. We turn those constraints into inspectable AI systems.

field Public friction

Government portals, fragmented law, and civic data become research settings.

artifact Inspectable systems

Every claim should point to a corpus, benchmark, run, interface, or repo.

setting LATAM Spanish

Language and institutional gaps are treated as first-class evaluation targets.

Lab apparatus

From public friction to reusable evidence.

Question, corpus, eval, agent, interface, research log.

  1. Question

    A research question tied to a real civic system.

  2. Dataset

    Public data made reusable, versioned, and citable.

  3. Eval

    A harness that can make the idea fail in public.

  4. Agent

    Retrieval or tool-use systems built from the artifacts.

  5. Prototype

    A working surface people can inspect or reuse.

  6. Paper/log

    The argument linked back to code, data, and runs.

Current programs

Four lines of work.

Legal AI, language evals, gov adapters, and civic data systems.

Legal AI legalize-pe / amicus

Open legal corpora, retrieval evals, and citation-grounded assistants for Peruvian law.

Corpus, SDK, paper track
Language evals LatamBench

Latin American Spanish evals that separate correctness, abstention, and hallucination.

Harness, judge artifacts
Gov adapters sunat-cli / seace / jne

Agent-first CLIs that turn hostile public portals into reliable tools.

Adapters, audit logs
Civic data systems peru-financia / political-graph

Public data products for finance, elections, and institutional relationships.

Maps, graphs, datasets
Operating stance

A small lab, built for evidence over theater.

AI research first

Civic tech is the field site, not the whole identity.

Prototype as research artifact

A working system should make the paper more inspectable, not just more marketable.

LATAM as a hard setting

Messy public data, weak APIs, and Spanish-language gaps are research constraints worth studying.