Skip to main content

Command Palette

Search for a command to run...

TORos at Yukon Systems: a multi-model decision prototype

Updated
•2 min read•View as Markdown
R
iOS / Full Stack Engineer at ShowFlex, a shipped iPhone fitness product. Swift, SwiftUI, MapKit and Firebase. Built the TORos AI prototype for Yukon Systems. NASM Certified Personal Trainer (NASM-CPT), NASM Certified Nutritionist and Physique and Bodybuilding Coach (PBC).

Robin Winters — Product Development Manager, 2023–2025.

At Yukon Systems, I led technical prioritization and delivery for AI systems. My responsibilities included software requirements, cross-functional coordination, architecture tradeoffs, and agent and consensus-modeling workflows.

TORos: a deliberative decision-engine prototype

I built TORos for Yukon Systems. It is a prototype, model-agnostic, multimodal decision engine that uses multiple models to discuss and challenge candidate decisions before reaching consensus. The design draws on a court-like deliberation metaphor: models can present competing reasoning rather than simply accept the first response.

Yukon Systems published Part One: Orchestration & Alignment Through Agentic Consensus on May 5, 2025. The article includes an early TOROS CLI testing screenshot and discusses multi-model orchestration. It provides a dated company description of the prototype; it does not identify individual builders or independently measure the system's results.

My contribution is recorded from my October 3, 2026 statement. Specific development dates and collaborator credits remain unresolved; the employment years above are not a project date range. No sole authorship, released product, customer deployment, public source code or measured accuracy/reliability is asserted. Consensus describes the intended decision process and does not guarantee that a decision is correct.

From requirements to technical decisions

The work connected technical research with product requirements. Reliability, explainability, latency, and performance informed the decisions. My responsibilities included technical priorities, requirements, and delivery around agent and consensus-modeling workflows.

Relevance to applied engineering

Requirements, technical tradeoffs, stakeholder coordination, and delivery are relevant to the Forward Deployed Engineer roles I am interested in. My held title at Yukon Systems was Product Development Manager. Further implementation details, team credits and quantified outcomes will need suitable public evidence before inclusion.

Portfolio and work details · Yukon Systems company profile · Professional profile

Updated October 3, 2026. Self-authored professional account with a linked company publication; no confidential source code or partner information is included.