Work

Case studies, with receipts.

Measured work first: every number carries its qualifier, every method shows the framing that failed along the way. Systems presented as instruments — some link to a live report or a public repository, all of them to the full write-up.

Case study 01 · human operating control

The Report Said Non-Billable. I Asked Why.

The report supplied a classification, not an answer. The work was building the human question, manual correction, and verification into a recurring billing control—and then measuring the result within the evidence's limits.

−63%Average monthly non-billable hours: 509.0 in August 2025 versus 186.5 across January–May 2026.

Role — billing owner and sole analyst · Scope — operating control, billing ownership, measurement · Read — 8 min

Case study 02 · data architecture

Reporting the ERP couldn't do

The ERP ran the business but couldn't report on it. An archive-first data layer replaced its reporting module entirely — definitions written once, every figure reconciling back to the source, to the cent.

±$0.00Reconciliation variance across every invoice month in the archive.

Role — sole analyst · Scope — architecture, pipeline, verification, reporting · Read — 6 min

Case study 03 · platform architecture

Running a household like an enterprise

A personal operating platform run by agent roles, built on the premise that structure — not model choice — is what makes AI useful. Work is measured in verified units, gates fail closed, and two of four build criteria are met.

2 of 4Build gates ratified against criteria written before the build. The unmet two are published unchanged.

Role — architect and operator · Scope — architecture, doctrine, verification design · Read — 7 min

Project · original data · full stack

FlowTrack — a revenue operating instrument, built end to end

Not a year-in-review deck: the operating instrument a revenue team would run its weekly cadence on — five pages, one decision each, built on a dataset that exists nowhere else.

20/20Instrument measures tied to independently verified figures.

Role — sole builder · Scope — dataset, pipeline, QA, instrument · Read — 5 min

Where the proof comes from

PE-backed professional-services firm

2025–present

Business analyst — financial & operational analytics

Owns the executive backlog, revenue, and projections-vs-actuals reporting a private-equity board reads. Took over client invoicing end to end, and built the owned data layer behind the case studies above.

Power BI · SQL · Python · ERP APIs

Independent — AI systems

2025–present

Self-hosted AI platform (bryceOS)

Designed, built, and operates a self-hosted AI platform on own hardware: local model serving, multi-agent orchestration, service-health monitoring — all inference on premises. Its architecture is a case study above.

Local LLMs · agent orchestration · Python

RWE 41 LLC

2021–2025

E-commerce operations manager

Owned demand forecasting and inventory planning across a 10K+ SKU portfolio at $1M+ annual revenue — Excel forecasting models and SQL pricing analysis guiding purchasing, budgets, and reorder decisions.

Excel · SQL · forecasting