VV/ AI PRODUCT SYSTEMS
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Selected workSoftwareFour project briefs

Product judgment / Evidence / Boundaries

Emerging AI capabilities shaped into useful, trustworthy products.

A public view of the product judgments, experiments, and systems behind my work. Detailed case studies are coming soon; private implementation, data, and operating material remain behind the boundary.

Helios, FedAI, AwardLens, and Chatter demonstrate different ways to frame decisions, evidence, and trust.

Research, decisions, and requirements converging into product context and an evaluation receipt.

AI-native product development / In development

Helios

An in-development product context system that connects research, decisions, requirements, and delivery evidence so AI-assisted product work remains grounded and reviewable.

Coming soon
Approved sources moving through retrieval and guardrails into audit review.

Federal GenAI consulting / Founder-led practice

FedAI

Founder-led federal GenAI consulting focused on approved-source retrieval, privacy, guardrails, auditability, and the path from stakeholder discovery to technical deployment.

Coming soon
Travel options compared by confidence and points path.

Decision-support prototype / Prototype

AwardLens

A fixture-backed travel decision prototype for comparing availability, transfer paths, and points tradeoffs without presenting uncertain inventory as fact.

Coming soon
Completed peer work affecting a dependency, causing scoped re-strategizing and a reconciliation receipt.

Adaptive agent coordination / Local prototype

Chatter

A local prototype for dependency-aware agent coordination: when peer work changes an active plan, the affected agent can verify what happened, adapt within its existing authority, and publish a reconciliation receipt.

Coming soon