SERPRadio
Travel intelligence turns route and market data into a useful destination for readers. My contribution spans product framing, programmatic publishing and implementation checks.
Inspect the project record → · Inspect the public site ↗Independent systems
Keep the information consistent. Make the result useful.
When a website, API and AI agent use the same information, how do we keep their answers consistent as that information changes? My independent work explores that boundary.
The career continued
Products, work coordination and human direction
Targeted Impressions OS
My independent work environment addresses a familiar delivery problem: keep the purpose, source context, scope and review of AI-assisted work connected. I develop its workflows and use the lessons to shape reusable public tools.
Selected public examples: Evidence Harness → · Public resources →
High Command
An independent project exploring how a person can direct bounded AI-assisted work and notice when a decision needs their attention. My contribution is the project framing and working model.
This overview follows my project account. A public implementation case is not included in this collection yet.
The approach behind the project →2024–present · the approach in practice
Evidence behind the answer
More discovery surfaces make it easier to confuse being visible with creating business value. I keep inclusion and citations, referrals, leads and revenue separate, and ask which data can support each conclusion.
At Targeted Impressions Labs, I apply that discipline to independent work: preserve sources and definitions, inspect the result, and review what a system is allowed to publish. SERPRadio connects travel demand with useful destinations; Evidence Harness provides an inspectable public tool for structured evidence checks. Each example has its own purpose, evidence and practical limits.
Inspect Evidence Harness → · Read the publishing approach → · Explore a labeled synthetic example →
The practical problem
Presentation should not redefine the answer.
A useful interface preserves the source, scope and dates behind the information it shows. A publishing check, an API response and a visual cue have different jobs.
The project records below distinguish my contribution, the implementation and the evidence for each system.
Walk through a synthetic example →Source, scope and effective dateApproved information
- WebsiteA readable explanation
- APIA structured response
- AgentAn answer within scope
Projects and contributions
Explore the implementations
Each project explains the problem, my contribution and the evidence available to inspect. Public examples are distinct from a claim about current runtime status.
SERPRadio
Public project site; inspect the current route experience at SERPRadio.NYC flight-market route intelligence: a public example of connecting search demand, data and a useful travel experience.
- Evidence and availability
- Public project site; inspect the current route experience at SERPRadio.
- What I owned
- Product architecture, programmatic publishing, performance, and governance.
- What it proves
- Concept to governed production system — the model working where it can be inspected.
VIBEnet
Project and experiment; inspect the linked public description for current availability.Visual and optional audio cues for understanding machine events. VIBEnet presents a supplied finding; it does not decide whether that finding is correct or authorize an action.
- Evidence and availability
- Project and experiment; inspect the linked public description for current availability.
- What I owned
- Protocol design, Signal Contract, and reference adapters.
- What it proves
- An experimental way to present machine events through inspectable visual and audio examples.
Constitutional CMS
Public reference framework and worked examples.Checks and publishing rules for websites updated with AI. Constitutional CMS connects evidence requirements to explicit checks, with examples that show what each result means.
- Evidence and availability
- Public reference framework and worked examples.
- What I owned
- The governance model, contract vocabulary, and validation harness.
- What it proves
- A reusable approach to expressing publishing rules and testing defined examples against them.
CMO Soundtrack
Project and experiment; inspect the linked public description for current availability.A commercial adapter exploring how the same signal and timing model translates into operator experience.
- Evidence and availability
- Project and experiment; inspect the linked public description for current availability.
- What I owned
- Concept, product framing, and the signal-to-experience adapter.
- What it proves
- The signal architecture generalizing beyond search into commercial experience.