AI Architect · Full-Stack AI · System 2

System 2 AI that plans, validates, and acts.

Full-stack AI architect shipping production Next.js, Cloudflare Workers, and Firebase / Gemini systems with RAG, OpenAI pipelines, and schema-validated output.

Open to remote US · San Antonio hybrid

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System 2 philosophy

Most AI products stop at the first token. I design loops that pause, check constraints, and only then execute - whether that's a resume export, a CPA intake flow, or an agent tool call.

About "System 2"

From Daniel Kahneman's Thinking, Fast and Slow - now used in AI for models that reason through steps instead of pattern-matching the next word.

The Julian advantage

Shipped products across the stack - UI, API, embeddings, and deploy - so hiring managers see working demos, not slide decks.

System 1

Chat wrappers & autopilot

Fast pattern completion. Great for drafts; risky for production workflows without validation gates.

System 2

What I ship

Explicit plans, schema checks, tool permissions, and human review hooks - then action. That's the architecture behind Resume Builder Pro, Cash.care, Signal.singles, Inbox Triage Copilot, Enterprise Forge, and Fjord LLC client ops.

Experience

System 2 document processing, resume engines, and RAG pipelines in production.

Jan 2026 - Present

AI Operations Specialist

Fjord LLC · Remote

Ship System 2 document and resume workflows - schema-validated pipelines, controlled generation, and RAG-backed retrieval instead of one-shot chat output.

System 2 document processing pipelines that automate repeat client intake and structured data capture from PDFs and forms.
AI Resume Narrative Engine on Node.js + Firebase with Zod/JSON schema validation.
OpenAI + PDF pipelines for structured extraction and export-ready documents.
Vector embeddings and RAG for semantic search across client document corpora.

Featured projects

AI ops demos with committed eval fixtures and case studies. Public accuracy metrics are withheld until re-validation; in-house regression lives under eval/.

Inbox Triage / Follow-up Copilot

Evaluation in progress - validated numbers coming soon.

Demo Case study

Support Ticket Triage Console

Evaluation in progress - validated numbers coming soon.

Demo Case study

Docs RAG Ask

Evaluation in progress - validated numbers coming soon.

Demo Case study

Selected Productions

Resume-aligned projects with live demos where available.

github.com/DripGodJuju

Cloudflare WorkersGeminiAPI OrchestrationNext.js

Live

Resume Builder Pro

AI resume engine · secure Workers orchestration

AI resume engine with secure Cloudflare Workers orchestration and controlled, high-fidelity generation - not template autofill.

Live at resume-builder-pro.com (Vercel); edge-hosted Gemini calls with schema-checked output.

Deep dive Demo

FirebaseFinancial DataSecure AutomationVertex AI

Live

Cash.care

Financial data orchestration · secure automation

Secure bridge for CPAs and accountants: automate data collection and generate intelligent tax walkthroughs.

Live product connecting accountants and clients through validated financial data flows.

Deep dive Demo

Intent ReasoningMatching SystemsVertex AINext.js

Live

Signal.singles

Intent reasoning · high-signal matching

Connection platform that reasons over intent to cut noise and raise high-signal matches.

Live at signal.singles - a matching system built on intent analysis, not swipe volume.

Deep dive Demo

System 2 ArchitectureAgentic WorkflowsRAGEnterprise AI

Enterprise Forge

Enterprise AI · autonomous problem-solving

Enterprise-facing AI application architecture focused on autonomous problem-solving systems.

System 2 architecture for teams that need agents to plan, validate, and act - not chat wrappers.

Deep dive

Inbox Triage / Follow-up Copilot preview

Next.jsTypeScriptIntent ClassificationAgent Workflows

Live

Inbox Triage / Follow-up Copilot

Inbox intent · follow-up drafts

Sorts a noisy inbox into priority buckets and drafts the next follow-up so nothing important goes cold.

Evaluation in progress - validated numbers coming soon. Public sample; owner unlock for paste, session, exports, optional enhance.

Deep dive Demo

Next.jsTypeScriptIntent ClassificationOwner-Gated SaaS

Live

Support Ticket Triage Console

Urgency · intent · approved replies

Classifies a support queue by urgency and intent, suggests replies, and keeps a human in the loop before copy or export.

Evaluation in progress - validated numbers coming soon. Owner unlock for paste, exports, optional enhance.

Deep dive Demo

Next.jsTypeScriptLexical RAGCitation Grounding

Live

Docs RAG Ask

Grounded Q&A · numbered citations

Ask questions against a built-in ops doc corpus; answers link to retrieved passages or say I don't know when confidence is low.

Evaluation in progress - validated numbers coming soon. Owner unlock for custom corpus and optional synthesis.

Deep dive Demo

Next.jsTypeScriptAgent WorkflowsTool Audit Logs

Live

Plan → Validate → Act

Plan · validate · act · audit

Goal-driven agent loop with an explicit plan, dry-run checks, pause before side effects, and a mocked tool-call log.

Public canned scenarios; emphasizes System 2 control over free-form chat.

Deep dive Demo

Arsenal

Technical skills across featured projects and client work.

Frontend & Application

Next.js / React

TypeScript

Tailwind CSS

Responsive UI

Backend & Orchestration

Node.js

Cloudflare Workers

API orchestration

JSON schema / Zod

PDF pipelines

Cloud, Firebase & Models

Firebase / Firestore

Vertex AI / Gemini

OpenAI

Cloud Functions

AI & Agentic Systems

System 2 workflows

Agentic plan → validate → act

RAG & vector embeddings

Intent reasoning

Controlled generation