PRODUCTION AI, BUILT TO HOLD UP

Production AI for workflows that matter.

We turn stalled prototypes, messy operational data, and high-friction processes into AI systems your team can actually run.

Book a 20-minute workflow call See selected work

Led by Javier Barrios · AI platform architecture · English & Spanish

FROM DEMO TO DEPENDABLE

PRODUCTION READY

01 · INPUT Data + workflow

02 · INTELLIGENCE Models + tools

03 · OPERATIONS Deploy + observe

OWNED BY YOUR TEAM Deployed · Observable · Documented

AGENTIC SYSTEMSContext, orchestration, tools

COMPUTER VISIONDetection, tracking, edge

DATA PIPELINESRetrieval, forecasting, insight

PRODUCTION DELIVERYDeployment, evals, monitoring

SELECTED WORK

Proof before promises.

Real client and research engagements, described at a non-confidential level.

CLIENT ENGAGEMENT

Westport Alpha

Equity-research workflow built for live earnings preparation

Built and deployed a workflow that reconciled market data across formats and frequencies, then automated valuation, short-interest, consensus, and earnings-preparation analysis.

01Company setupNormalize sources and reporting cadence
02ReconcileAlign market and financial data
03AnalyzeValuation, shorts, and consensus
04PrepareLive earnings workflow and reminders

RESEARCH SUPPORT

NLP research support for a Yale Law professor

Developed and refined a natural-language-processing framework that turned a large corpus of United Nations General Assembly resolutions into structured, research-ready results.

8,650+UN RESOLUTIONS STUDIED

WAYS TO WORK TOGETHER

Start where the risk is highest.

A defined workflow, a visible acceptance bar, and a handoff your team can keep using.

FLAGSHIP ENGAGEMENT

Rescue one stalled AI workflow.

Take it from half-finished or unreliable to deployed, observable, tested where it matters, and documented for ownership.

from $3,5002–4 weeks · one workflow

Code + repository handoff
Monitoring + observability
Deployment path + runbook
Evaluation / regression checks

Book a workflow fit call

Need diagnosis first? Start with a fixed-scope AI Stack Audit from $750.

Build something new

A scoped custom AI system shaped around your real data, workflow, and operating constraints.

Define the smallest viable system →

Keep it healthy

Month-to-month monitoring, maintenance, and one focused improvement or fix each month.

Care plans from $1,200/mo →

THE ACCEPTANCE BAR

“Done” means your team can run it.

A demo can impress. A production system has to survive ownership, failure, and change.

01DEPLOYED
A reproducible path from repository to running system.
02OBSERVABLE
Health, failures, and behavior are visible—not guessed.
03TESTED
Critical output has checks against silent regression.
04DOCUMENTED
Your team knows how it works and how to change it safely.

HOW IT WORKS

One workflow. Three clean decisions.

No sprawling discovery theater. We narrow the problem, make the system dependable, and transfer ownership.

01
Scope
Choose one workflow and define what “production-ready” means.
02
Stabilize
Fix the data, model, integration, evaluation, and operating gaps.
03
Ship
Deploy it, document it, and hand over a system your team owns.

ENGINEER-LED DELIVERY

AI systems usually fail at the seams—data, deployment, evaluation, and ownership. BarrNone is built around those seams.

Javier Barrios · AI Platform Architect

SELECTED TECHNICAL DEPTH

Agentic systems + context engineering
YOLO / TensorRT computer vision
Python, FastAPI, React, Docker
GCP deployment + vector retrieval

BRING THE STUCK WORKFLOW

Let’s turn “almost working” into owned and operational.

A free 20-minute call is enough to decide whether the right next step is an audit, a rescue sprint, or no engagement at all.

Book the workflow call jav.barrios89@gmail.com