SHEET 04 · TEAM & CAPABILITIES · REV A· 04 PRACTICES

A small lab.
A deep bench.

Recode Labs is a principal + practice. A single named partner sets the direction; the work is carried by a rotating bench of engineers, designers, and data scientists who have shipped systems in the places we build for.

Jump to capabilities See the projects
SHEET 04 / 06
REV. A · 2026-04-19
RL-TEAM-CAP
FIG. 04A · THE PRINCIPAL

The principal.

NAMED · ACCOUNTABLE · HANDS-ON
PLATE · 01 · PORTRAITGRAYSCALE · ARCHIVAL
Matt Berg
MATT BERG · 2026RL-PRN-01
PRINCIPAL · 01 / MATT BERG FOUNDER · DIRECTOR

Matt Berg.

APPLIED AI · GLOBAL HEALTH · INFRASTRUCTURE · BURLINGTON VT

Matt leads Recode Labs. Two decades building software for global development — from open-source platforms to production health systems deployed across Africa and South East Asia. Time 100. Founder. CEO. Now focused on building systems that would have been unimaginable without AI.

The most impactful AI work this decade will be done by small teams in the places where the problems actually live.
WORK · GEEKCORPS · COLUMBIA UNIVERSITY · UNICEF · ONA
FIG. 04B · THE BENCH

A rotating bench.

ENGINEERS · DESIGNERS · DATA SCIENTISTS

Every project draws from a network of experts we have worked with across the last decade.

DISCIPLINE · 01 · ENGINEERS
DISTRIBUTED SYSTEMS

Build the thing.

Full-stack and infra engineers who ship production systems in low-bandwidth, high-stakes environments. Comfortable with Kubernetes and SIM cards alike.

TS · PY · GO · KUBERNETES · POSTGRES · FHIR
DISCIPLINE · 02 · DESIGNERS
INTERFACE · RESEARCH

Give it a shape.

Product and systems designers who run field research, prototype in code, and draw the picture a minister or a clinician can hold in their head.

FIGMA · HTML · RESEARCH · MOTION · CONTENT
DISCIPLINE · 03 · DATA SCIENTISTS
EVIDENCE · INFERENCE

Prove it works.

ML and applied-stats researchers who design evaluations that match how the system is actually used.

TORCH · JAX · PYMC · STATS · EVAL · LLM
FIG. 05 · CAPABILITIES

What we do.

FOUR PRACTICES · ONE LAB

We don't sell frameworks. Each capability is a standing practice — engagements typically draw on two or three.

01AMBIENT · VOICE
Ambient voice diagram

Ambient & voice interfaces.

Speech, transcription, and low-attention UI for places where typing isn't possible — exam rooms, field visits, class rooms.

STACK · STT · DIARIZATION · ON-DEVICE · SWAHILI / AM / YO
02HEALTH · INFRASTRUCTURE
Health infrastructure diagram

Health data infrastructure.

FHIR, HL7, and the connective tissue between clinics, ministries, and insurers. We build the the pipesthat will power agentic health systems.

EXAMPLE · CINDER — FHIR BROWSER · OPEN SOURCE
03GEOSPATIAL · AI
Geospatial AI diagram

Geospatial AI.

From satellite imagery and census layers to a query a planner can run — "under-5s in Turkana by ward." Segmentation, population estimation, boundary tooling; exportable maps used in immunization campaigns.

EXAMPLE · PIXEL — POPULATION EXPLORER
04STRATEGY · ADVISORY
Strategy and advisory diagram

Strategy & advisory.

Short, high-signal engagements for funders, ministries, and executive teams. Where can you apply AI for real transformation. What "AI-native" should actually mean inside your organization.

FORMAT · 90-DAY SPRINTS · BOARD BRIEFINGS · DIAGNOSTICS

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© 2026 · RECODE LABS BURLINGTON · VT