Clinician  /  Builder  /  Founder

Allyn
Latorre

LCSW  ·  UMET Labs LLC  ·  Riverbough Counseling PLLC

I build clinical technology from inside the field. Over a decade practicing as a therapist, running a counseling practice, and shipping production software that solves real problems in behavioral health. Not VC-backed. Not academic. Built from the ground up, grounded in what clinicians actually need.

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The Thread

I am a Licensed Clinical Social Worker who writes code. The combination is rarer than it sounds and more useful than it looks on paper.

My work starts with a clinical problem — documentation burden, fragmented therapy continuity, evidence organization for people navigating family court — and builds toward a system that solves it with real ethical reasoning embedded in the architecture, not bolted on after the fact.

I trained as a painter before I became a therapist. Both disciplines taught me the same thing: you cannot separate form from function, and the most powerful work is built from constraint, not from permission.

I build with AI tools, ship production systems, maintain an active clinical caseload, and run two companies simultaneously. I am available for contract work in clinical technology, AI integration, and full-stack development where domain expertise matters as much as technical execution.

10+
Years in clinical practice
6
Production systems built
4
Active state LCSW licenses
2
Companies founded
Licensure
LCSW · North Carolina
LCSW · Oregon #6554
LCSW · Florida #19448
LCSW · Pennsylvania #023412

Stack

Languages
Python · JavaScript · SQL
Frameworks
Flask · React · SQLAlchemy · Celery · mido · pygame
AI & Machine Learning
OpenAI API · Whisper · llama.cpp · XTTS · WebRTC VAD
Infrastructure
AWS (EC2, S3) · Redis · Nginx · Tailscale · Linux
Hardware
Raspberry Pi · GPIO · Circuit Prototyping · Captive Portal Wi-Fi · Fleet Provisioning
Legal & Clinical Tech
Evidence pipelines · HIPAA-aware architecture · Document intelligence · Legal workflow tooling
Payments & Auth
Stripe · bcrypt · Session management
Domain
Behavioral health · Family law tech · Clinical documentation · Ethical AI design
Education
MSW · Portland State University
BFA · Massachusetts College of Art

Projects

SnapNotes
Clinical SaaS + Hardware
● Live · MRR
HIPAA-aware AI clinical documentation platform for mental health therapists. Full pipeline from audio recording through Whisper transcription to SOAP note generation and encrypted delivery. Hardware pilot integrates a custom Raspberry Pi device for in-session recording.
The separation from EHR systems is a feature, not a limitation. Clinical liability and privacy belong outside the EHR environment.
PythonFlaskAWSCeleryRedisWhisperOpenAIRaspberry PiTailscaleStripe
01
CaseBuilder
Legal Tech
● Live
Legal evidence organization platform for family law litigants and small firms. Parallel evidence processing pipeline with automatic routing between evidence extraction mode and document intelligence mode based on file content detection.
The two-gate extraction system distinguishes between content that demonstrates behavior and content that merely exists near it — a clinical reasoning pattern applied to document AI.
PythonFlaskCeleryRedisAWS S3MySQLGPT-4oStripeboto3
02
CTA
Couples Therapy Platform
Rapid Prototype
Clinical continuity platform built for a founder client connecting session transcription, longitudinal insight tracking, and between-session client reflection for couples therapy. Three-role system with deliberately constrained client-facing AI.
The client AI is not a therapist. It is a bridge back to therapy — engineered to connect reflections to goals without interpreting, advising, or overstepping.
PythonFlaskMySQLRedisGPT-5
03
Bridge
Clinical Documentation
MVP
Retrospective SOAP note generator for missed or delayed clinical documentation. Two-stage pipeline: Stage A produces a structured constraint plan per date, Stage B generates notes in parallel within those constraints.
The ethical problem of retrospective documentation is an architecture problem. Fabrication is not a prompt failure — it is a structural failure. Stage A exists to prevent Stage B from inventing anything.
PythonFlaskGPT-5
04
EMIT
Creative AI Tool
MVP
AI-powered multi-stem MIDI composition tool. Forward mode converts natural language prompts into schema-constrained composition plans rendered into MIDI stems. Reverse mode analyzes uploaded MIDI files and returns structured changeup directions with renderable stem ideas.
Schema-enforced LLM output — not prompt engineering hoping for the right format, but structured outputs that guarantee valid, renderable music plans.
PythonFlaskCeleryRedismidogpt-4.1
05

Experience

2022 — Present
Founder & CEO
UMET Labs LLC
Building a portfolio of clinical technology products including SnapNotes, CaseBuilder, CTA, and Bridge. Sole architect, developer, and operator. Active product with real users and MRR.
2021 — Present
Founder & Executive Director
Riverbough Counseling PLLC
Active clinical caseload across multiple states. Lead operations, multi-state licensure compliance, and supervise contracted clinicians. Negotiated staffing contract with Empower Nation including wRVU modeling and CPT rate analysis.
2019 — 2021
Clinic Manager
Clackamas Health Centers
Oversaw three primary care sites with 15–20 staff per clinic. Designed and launched Oregon's first rural COVID-19 mass vaccine site. Led EOC logistics, PPE systems, and district-level funding partnerships.
2017 — 2019
Policy & Quality Analyst
Clackamas Health Centers
Led EHR migration. Redesigned behavioral health performance metrics to align with clinical outcomes and financial KPIs. Built tools to reduce documentation burden.
2014 — 2017
Program Planner / Services Coordinator
Clackamas County Behavioral Health
Developed access and approval criteria for ABA and crisis services. Chaired Multidisciplinary Team for high-needs residents. Co-led regional audit tool development.

Let's Work

I take on contract work in clinical technology, AI integration, and full-stack development where domain expertise matters as much as technical execution. If you're building something in behavioral health, legal tech, or clinical AI and need someone who understands the problem from the inside, reach out.
Availability
Currently available for contract and consulting engagements. Based in Leland, NC. Working remotely.