2016
NetApp: customer reporting, bi analytics
KyleSpringfield
Hey, glad you made it here.
I built this site as a home base for my work.
After a bunch of projects, I wanted one place
to share what I'm building,
what I'm learning,
and where I'm headed.
Scroll around and you'll get the real story:
practical work, honest experiments, and a lot of curiosity.
Proof
Systems built across analytics, data engineering, and AI delivery.
2017
UBS: tableau dashboards, reporting
2017
RRD: python, marketing science, data engineering
2021
Freelance: web applications, ai api integration
2024
Peraton: cms healthcare data pipelines
2025
Cisco: ai development, data modeling
Projects
Flagship systems and applied experiments.
intercoach
FlagshipReal-time AI mock interview app with voice conversations, guided question flow, and instant feedback.
aifullstack
TypeScriptReactViteExpressOllamaKokoro TTS
sams-studio
FlagshipFull-stack studio management platform with scheduling, bookings, memberships, reporting, and role-based admin/instructor/client workflows.
fullstack
Next.jsSupabaseStripeCapacitor
ecommerce-dbt
FlagshipEnd-to-end dbt pipeline on DuckDB with tests, docs, and CI.
data
dbtDuckDBSQLCI/CD
xbot
FlagshipOpenAI-powered automation bot for generating posts and images to X/Discord.
aifullstack
PythonOpenAI APIAutomationAPIs
xenosync
FlagshipMulti-agent AI orchestration platform coordinating parallel Claude Code sessions.
aifullstack
TypeScriptNode.jsLLM APIsAutomation
chatdeb
FlagshipFull-stack chatbot for analyzing business data.
aidatafullstack
FastAPIOpenAILangChainDuckDBdbtReact
Skills
What I ship with in production.
Data Engineering
SQL · Python · dbt · ETL/ELT · Snowflake · AWS · Databricks · Data modeling · Pipeline reliability
Analytics & Measurement
Measurement · Data Visualization · A/B Testing · Tableau · Streamlit · Experiment design
AI Engineering
Gen AI · AI workflow design
Dev + Delivery
Git · Bash · CI/CD · Docker · Agile · Testing · Deployment discipline
Now
What I'm experimenting with right now.
2/20/2026 · models
Designing scalable data models that turn raw inputs into decision-ready infrastructure.
Using Snowflake and dbt, I'm building governed, tested datasets that support analytics, experimentation, and AI systems. Clean structures. Clear metrics. Reliable foundations.
Keep hardening model and metric definitions. If the model is wrong, everything built on top drifts.
2/20/2026 · tools
Using SQL, Python, Snowflake, dbt, and Streamlit to turn models into working systems.
Leaning heavily into AI-assisted engineering with Cursor and advanced models to refactor code, accelerate transformations, and automate repetitive analytics work.
Continue reducing friction between question and answer by systematizing repeatable analytics workflows.
2/20/2026 · ideas
Writing and thinking about AI as a compounding system that is starting to automate its own improvement.
A year ago AI helped polish emails. Today it helps refactor systems, build one-shot apps, generate production-ready data models, and orchestrate multi-step workflows.
Keep exploring what this structural acceleration means for builders, teams, and the people who adapt.
2/20/2026 · ventures
Building and supporting products and businesses across finance AI, coaching, and fitness studio operations.
Pantheon is an autonomous hedge fund concept with 12 specialized AI agents running staggered 15-minute cycles from ingestion to execution and reporting.
InterCoach is an AI interview prep platform using conversational avatars and real-time feedback with WebRTC.
Sam's Studio is a yoga and barre business platform built with Next.js, Supabase, Stripe, scheduling, waitlists, and a mobile app via Capacitor.
Contact