Analytical & Technical Projects

A real-time LLM decision system for market-regime analysis, engineered with the rigor of a test suite — a defined ground truth, a null hypothesis, and a measured ceiling.

• ▶Measurable, Causal Evaluation: A walk-forward harness replays market sessions bar-by-bar while an LLM adjudicates regime shifts strictly causally (no lookahead), scored against hand-labeled ground truth — 0.81–0.84 label occupancy vs. a 0.62 mechanical baseline, roughly 90% of the ceiling established by an oracle adjudicator.
• ▶Cost-Engineered Eval Loop (100× Cheaper Iteration): Distills each session into ~35 pivotal decision points, rebuilds them as byte-identical single-turn prompts, and batch-grades them for ~$1/session vs. $7 for a full run — plus a free tier using transcript replay and local-model adjudication.
• ▶Doctrine Compiler: Every human annotation is automatically compiled (~1¢ a pass) into durable, structured rules with provenance and hash-based change tracking, feeding the production system prompt as a versioned, admin-reviewable rulebook — expert knowledge flows into model behavior with zero manual prompt editing.
• ▶Reproducibility & Regression Infrastructure: Every adjudicator call is transcript-logged, runs replay offline bit-identically, the baseline is frozen and regression-checked after any harness change, and failed eval moments re-run in isolation with controls.
• ▶End-to-End Outcome Measurement: A trade-simulation engine walks the full trading methodology over any model-generated timeline, converting classification accuracy into dollars-and-cents P&L per session — including an oracle ceiling quantifying each day's maximum tradability.

An advanced platform for insurance agents that simplifies Medicare Advantage plan selection. Serving ~100 active users.

• ▶Plan Analyzer: Connects to the Medicare API to source, clean, and display comprehensive plan data.
• ▶Doctor Finder: A robust search tool to find and verify provider details using CMS data.
• ▶Interactive Comparison: Enables side-by-side comparison of up to five plans with a unique "select and sort" feature.

A comprehensive, custom-built ERP and CRM solution designed to automate and streamline complex property management workflows across a 120-unit portfolio.

• ▶Integrated CRM: Tracks client details and surfaces upcoming lease renewals, so nothing slips through the cracks.
• ▶Automated Document Generation: Creates demand notices, renters-insurance notices, small-balance letters, lease renewals, and more in seconds.
• ▶End-to-End Work Orders: Orders created in the app are dispatched to service providers, who claim, access, and complete them — with a completion document generated and archived automatically for retention.
• ▶Data Reconciliation Engine: Implements a built-in algorithm to ensure data integrity by reconciling records across multiple platforms.
• ▶A/R Automation: Features an automated system for an affiliated company to track and manage unpaid invoices via bulk emails.

A leasing-focused marketing site for a one-bedroom apartment community in Colorado Springs, built to keep managed units full.

• ▶24/7 Property Marketing: Showcases the community and its amenities to prospective renters around the clock.
• ▶Lead Capture: Converts visits into inquiries and scheduled showings for the management team.

A leasing-focused marketing site for a one- and two-bedroom apartment community in Colorado Springs, built to keep managed units full.

• ▶24/7 Property Marketing: Showcases the community and its amenities to prospective renters around the clock.
• ▶Lead Capture: Converts visits into inquiries and scheduled showings for the management team.

A professional web presence designed to generate and manage leads for notary and loan signing agent services.

• ▶Lead Generation Funnel: A simplified and effective landing page experience designed to capture and convert prospective clients.
• ▶Automated Prospect Communication: Features a built-in email automation backend that sends follow-up communications to clients.