LUIS RODRIGUEZ RIVERA / AI-AUGMENTED FULL-STACK ENGINEER
I build software with AI—and make it prove it works.
PRODUCT DELIVERY + EVALUATION-DRIVEN DEVELOPMENT
I turn foundation models into a controlled engineering workflow: define the goal, generate a candidate, challenge it with role-specific reviewers, correct the findings, verify the system, and make the final human call.
Three working systems that show how I think: public safety, operational awareness, and evaluation-driven AI delivery. No fictional metrics—open the products and test them.
LIVE / PUBLIC SAFETY
MISSION 01 · FEATURED
Safe Shores
Official ocean data, translated into a decision-ready experience.
A bilingual public-safety platform for 98 Puerto Rico beaches. It combines NWS alerts, NOAA tides, buoy observations, hazard profiles, geolocation, and an interactive map—while clearly exposing when a live source cannot be verified.
The dashboard I built because status hunting was slowing me down.
A mission-control view that consolidates operational status and incident context across 14 AI, hosting, database, and developer services. Designed to be glanced at, not studied.
Next.js · TypeScript · Status APIs · Monitoring UX
A working acceptance loop for agent-written software. GPT‑5.6 returns schema-bound domain, security, product, and test findings; ProofLoop turns them into traceable correction and regression evidence while keeping final authority human.
GPT‑5.6 Solstructured outputshuman sign-off
OpenAI Responses API · JavaScript · Zod · Netlify Functions
02ImplementAgent receives scoped context and task rules
03ReviewRole-specific AI reviewers challenge the result
04CorrectFindings become fixes and regression tests
05VerifyBuilds, tests, browser or hardware evidence
06CloseHuman accepts a traceable, explainable result
ENGINEERING RULE_01
AI-generated code is an untrusted contribution until deterministic checks and human judgment confirm it.
OBJ
Goal-driven agents
I bound work with explicit goals, context, constraints, and completion criteria so the model optimizes for the real task—not merely plausible code.
JDG
Independent evaluation
Role-specific reviewers inspect architecture, security, domain correctness, tenant isolation, frontend behavior, and test quality from different angles.
CTX
Model and context routing
I choose Claude, Codex/ChatGPT, or Gemini based on the task, protect the context window, and spend tokens where another pass reduces real risk.
HITL
Human in the loop
I inspect the output, run the system, challenge assumptions, and remain accountable. Judges help find defects; they do not replace evidence.
STAGE 03 / CAMPAIGN HISTORY
Experience map
Full-stack delivery across AI evaluation, payments, healthcare, document workflows, public-sector systems, and quality engineering.
Handshake AI · Contract
Software Engineer, AI Training Data
Evaluate foundation-model agent behavior across 19 application categories, author structured task demonstrations, identify reproducible failures, and grade completion quality against task requirements.
Business Computer POS
Mid-Level Software Developer
Sole engineer and architect of KM Fitness, a production multi-tenant coaching SaaS (React 19 / .NET 10 / EF Core) with row-level tenant isolation from day one. Delivered BerriosPay, an enterprise in-store payment platform for a major Puerto Rico retail chain running on PAX A920 POS hardware, and built Qiiub, a .NET Aspire monorepo portal with a shared React design system. Grew automated coverage 136% (91 → 215 tests).
Vaco by Highspring · Contract
Frontend Engineer
Built Angular workflows for a document-driven investigation platform, including structured extraction and secure document access.
Puerto Rico Department of Health · Contract
Software Developer
Shipped public-health application features, secure authentication, SQL-backed workflows, and CI/CD support in a regulated environment.
Truenorth Corporation · Contract
Software Developer
Built C#/.NET backend modules, SQL Server schemas and stored procedures, reporting queries, and Azure DevOps deployments across 6+ government agencies.
Require Technology · Contract
Software Developer / QA Associate
Built reusable React components and led a Cypress-to-Playwright migration that cut QA cycle time 60% across 3+ React applications.
FINAL STAGE / LET'S BUILD
Need an engineer who can use AI without surrendering judgment?
I’m interested in applied AI, AI product engineering, and full-stack roles where shipping reliable software matters more than performing buzzwords.