PRODUCTION SYSTEMS & ARCHITECTURE

Selected AI Engineering Work

Explore production AI systems engineered across multi-step LLM agents, retrieval pipelines, real-time voice automation, client-side encryption, and workflow orchestration. Click any project to open the deep engineering case study.

01 / FEATURED SYSTEMATHLETEIQ

AthleteIQ

AI Sports Science RAG Agent

An AI sports-science assistant for coaches and athletes.

WHAT IT DOES

Helps coaches and athletes understand training load, recovery, performance metrics, and injury-risk signals through a reliable AI interface.

UNDER THE HOOD

Combines domain vector retrieval, deterministic ACWR workload calculations, and 3-tier safety escalation routes.

BUILT WITH:LangGraphRAGChromaDBPythonFastAPI

VIEW CASE STUDY

SYSTEM WORKFLOW SUMMARY

3-Second Overview

1. USER QUERYINPUT

Coach / Athlete Query

Sports Science Telemetry

2. REACT AGENT

Intent & Safety Guardrails

Emergency Bypass Check

3. SPECIALIZED TOOLS

ChromaDB RAG + ACWR Math

Deterministic Math Engine

4. GROUNDED OUTPUT

Evaluated Response

95% Benchmark Score

Production SystemInspect Architecture →

02 / PROJECTALPHA-RECEPTIONIST

Alpha Studi0 AI Employee Platform

Enterprise AI Employees for Business Automation

An AI receptionist and real-time business automation system.

WHAT IT DOES

Handles inbound customer phone calls 24/7, understands company context, qualifies leads, schedules appointments, and converts conversations into structured business data.

UNDER THE HOOD

Low-latency streaming voice pipeline connecting PSTN audio to ElevenLabs voice synthesis and Google Gemini 2.0 reasoning.

BUILT WITH:Next.jsGemini 2.0ElevenLabsTwilio VoiceSupabase

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SYSTEM WORKFLOW SUMMARY

3-Second Overview

1. INBOUND CALL

Twilio PSTN Stream

WebSocket Audio

2. VOICE & REASONING

Gemini 2.0 + ElevenLabs

Sub-1s Latency Stream

3. AUTOMATION

Google Calendar & CRM

Live Appointment Sync

Production SystemInspect Architecture →

03 / PROJECTALPHA-LEAD-ENGINE

Alpha Lead Engine

AI-Powered Outbound Sales Automation Platform

An AI-powered outbound sales automation system.

WHAT IT DOES

Discovers target leads, evaluates ideal customer profiles, analyzes company websites, generates personalized emails, manages follow-ups, and classifies replies.

UNDER THE HOOD

Modular 6-stage AI architecture with n8n workflow orchestration and a mandatory human review gate before email dispatch.

BUILT WITH:Next.jsFastAPISupabasen8nDocker

VIEW CASE STUDY

SYSTEM WORKFLOW SUMMARY

3-Second Overview

1. LEAD DISCOVERY

Apify + ICP Scoring

Target Scraper

2. HUMAN GATE

Personalized Draft

Mandatory Review

3. AUTOMATION

n8n Follow-up Sequence

Reply Classifier

Production SystemInspect Architecture →

04 / PROJECTREFRAME

Reframe

Private AI Habit Recovery Web Application

A private AI-assisted habit recovery application.

WHAT IT DOES

Provides personalized behavioral assessments, real-time urge interruption micro-interactions, AI support, offline PWA access, and progress visualization.

UNDER THE HOOD

Zero-plaintext server architecture using Web Crypto API for client-side AES-GCM 256-bit encryption before cloud sync.

BUILT WITH:Next.jsGemini 2.0Web Crypto APIFirebaseRecharts

VIEW CASE STUDY

SYSTEM WORKFLOW SUMMARY

3-Second Overview

1. USER ENTRY

Device Journal

Local Storage

2. ENCRYPTION

AES-GCM 256-bit

Client Side Key

3. AI SUPPORT

Gemini + Recharts

Urge Surfing Sync

Production SystemInspect Architecture →

05 / PROJECTSMOOTH-OPERATOR

Smooth Operator

AI Dating Profile Coach & RAG Knowledge Engine

An AI dating profile coach and knowledge-based assistant.

WHAT IT DOES

Connects users with real reviewers who provide personalized voice-note feedback on dating profiles, supported by AI archetype analysis.

UNDER THE HOOD

RAG knowledge base of dating archetypes, photo composition frameworks, and opener templates backing reviewer feedback workflows.

BUILT WITH:Next.jsPythonPinecone RAGGeminiFastAPI

VIEW CASE STUDY

SYSTEM WORKFLOW SUMMARY

3-Second Overview

1. PROFILE

Bio & Photos

Content Submission

2. AI & RAG

Archetype Analysis

Knowledge RAG

3. REVIEWER

Voice Note Feedback

Authentic Delivery

Production SystemInspect Architecture →

INTERACTIVE ARCHITECTURE MATRIX

Project × Technology Architecture Mapping

PROJECT NAME	Python	Next.js	TypeScript	LangGraph	Gemini	OpenAI	FastAPI	Fastify	Supabase	Firebase	ChromaDB	Pinecone	Docker	Twilio Voice	n8n
AthleteIQ AI Sports Science RAG Agent
AI Receptionist Voice Automation Platform
Alpha Lead Engine Outbound Sales Automation
Reframe Private AI Habit Recovery
Smooth Operator Dating AI RAG Coach

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