Finance & Operations
Personal finance, cash-flow tracking, constraint-aware scheduling, and tools for recurring workflows.
Lone Cash Machine · Crux Cash Machine · Pharmacy Scheduler LRO
Explore this work →Lone Outliers Labs / Software development and applied AI.
Practical software
for complex work.
Independent software, automation, and applied AI for everyday operations and creative work.
Founded by Liam O’Neil, PharmD
Software developer and pharmacist · Wisconsin
THREE AREAS. SHARED METHODS.
Built around the work.
From a staffing constraint to an audio experiment, the starting point is a specific problem and a way to evaluate the result.
AI & Audio
Custom audio workflows, model adaptation, training utilities, and integrations with existing AI tools.
LRX Audio · Custom SideStep development · ACE-Step integrations
Explore this work →Data & Research
Inspectable analysis, clinical evidence, signal processing, and visual explanations with their limitations in view.
Antibiogram Machine · LoneHeart · Research & writing
Explore this work →WORK YOU CAN EXPLORE
See the reasoning.
Try the controls.
Public demonstrations use fictional or synthetic data. They show methods and constraints; each explains its scope and limitations.
OPERATIONS
A schedule changes.
Inspect coverage and rule checks in a prepared scheduling scenario.
Explore the scheduler ↗CLINICAL DATAA number needs context.
Connect a synthetic susceptibility result with counts and uncertainty.
Explore the data ↗SIGNAL PROCESSINGA signal becomes an estimate.
Trace a sample through filtering, spectrum, and quality checks.
Open the signal lab ↗PERSONAL FINANCEA plan meets the next bill.
Review fictional transactions and explore a browser-local cash plan.
Try the fictional planner ↗RESEARCH & WRITING
Make the evidence readable.
Clinical literature and healthcare technology remain an important part of the work. Explore source-linked explanations and original illustrations.
INDEPENDENT / WISCONSINLiam O’NeilPharmDFounder. Software developer. Pharmacist.
THE PERSON BEHIND THE WORK
Curiosity across disciplines.
Liam builds software around operational questions and creative experiments. His work spans finance, scheduling, audio, model training, and data tools.
A PharmD from UW–Madison and experience in clinical analysis and community pharmacy inform his attention to evidence, constraints, and the people using a system.
Meet the founder →START WITH A SPECIFIC PROBLEM