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INDEX 02KREATIVE AI SERVICEPILLAR 01 / 03

Production AI
that runs
while you sleep.

The brief

Most "AI" pitches end at a slide deck. Ours ship to a server, log every decision, alert you when something looks wrong, and keep running.

Capabilities

What we
build.

01

Autonomous AI agents

Multi-step agents that watch, decide, and act 24/7 — not chat demos. We've shipped autonomous trading systems that run on cloud servers without human intervention, with proper risk management, monitoring, and graceful failure modes.

02

ML & quantitative systems

XGBoost classifiers, regime-detection models, reinforcement learning for parameter tuning, and LLM post-mortem analysis. We don't pick the trendy library — we pick what survives walk-forward validation.

03

AI-driven IT modernization

Replace brittle manual workflows with LLM-augmented automation. We retrofit AI into the systems your team already runs — CRMs, internal tools, data pipelines — instead of asking you to throw them out.

04

Production deployment

Code that ships to a server, runs as a managed service, sends alerts to your phone, and survives reboots. We treat "deployed and stable for 30 days" as the bar, not "works on my laptop."

Reference / 001

Autonomous
crypto trading
on Coinbase.

A fully autonomous Python trading system deployed to a cloud server, running 24/7. Multi-layer signal scoring, ML-filtered entries, regime-aware position sizing, RL-tuned thresholds, and an LLM-powered post-mortem analyst that reviews trades automatically.

Build something similar
Architecture
  • 01Python · FastAPI · PostgreSQL · APScheduler — runs as a systemd service
  • 02Multi-source price data with automatic failover
  • 03XGBoost signal filter + Random Forest regime classifier (98.9% accuracy on validation)
  • 04SAC reinforcement learning agent tunes regime parameters automatically
  • 05Claude API powers a post-trade analyst that surfaces pattern recommendations
  • 06Mobile-ready dashboard, Telegram alerts on every trade, daily P&L summary
Backtest

+397%

2021 — 2026

Walk-forward

+74%

out-of-sample

Sharpe

0.87 — 2.03

ranges

Backtest and walk-forward percentages refer to model methodology results. Past performance is not indicative of future results.

Real AI is what's running on the server right now. Everything else is a slide.
how we tell the difference
Engagement

Have a workflow that should be automated, or an AI agent you want shipped?

We work directly with founders and operations leads. Same engineer from spec to production — no project-management layers, no farmed-out work.