The model is not the moat
I'm not an AI researcher. I'm a multifamily operator teaching software my decision process — and keeping the judgment that makes that process valuable inside the firm.
Read moreNotes
Practitioner essays.
Capital, code, and operating — written by someone who does the work.
Markets Run on Stories. Can You Measure One?
A research note on treating market narratives as contagions — borrowing the math of epidemics to model how a story forms, accelerates, peaks, and collapses. What the framework computes, what's real, and what's still just a hypothesis.
Read moreWhat I Mean by AI-Native
Most AI-for-business content describes tools that make humans faster. AI-native is a different structural claim: agents handle the recurring operating layer, humans concentrate on judgment. What this looks like across the businesses I actually run.
Read moreI Used AI to Build a Small-Cap Bank Screener. It Runs Without AI.
How Claude Code and Codex pair-programmed a systematic screening pipeline across five public databases — and why the most honest thing about the system is that the AI built the machine, not the thesis.
Read moreHow Uplift OS Ingests 500,000+ General Ledger Transactions
An engineering walk-through of the operational intelligence platform that runs Uplift Capital's multifamily portfolio — ingestion, normalization, enrichment, and the line where institutional analytics meets fund-of-our-size economics.
Read moreFund Ops Automation: Less GP Time, Better LP Reporting
Replace error-prone spreadsheet workflows with an engineered cashflow engine — monthly close in 30 minutes, auditable waterfall calculations, and LP-ready reports.
Read moreReading the Cycle: Supply-Demand Models for CRE Timing
A Kalman-filter framework that turns 30 years of pipeline and absorption data into a go/no-go signal before the market turns.
Read moreInstitutional Multifamily Underwriting in Under 2 Hours
AI-engineered market intelligence that synthesizes 30+ data sources into a compliant, citable market study — without an analyst team.
Read moreHow Ranchers Use Data to Maximize Forage Without Overgrazing
Building a rotational grazing decision tool that combines weather forecasts, soil moisture modeling, and forage growth patterns to optimize paddock moves.
Read moreHow Professional Services Firms Scale Without Losing Institutional Knowledge
Building knowledge infrastructure that transforms 490,000 transaction records and scattered tribal knowledge into a searchable, reusable system for growing teams.
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