Brian Kerrigan

Holonograph is Brian's flagship invention: a patent-pending observability instrument for agentic AI, from Precision Innovations LLC. It is a signed, self-hosted binary that sits between an agent and the language models it calls and records every exchange, with no code added to the system it observes. Its first job is attribution. When a non-deterministic system's output drifts, Holonograph splits the change into four mutually exclusive sources: substrate drift (what the operator changed), light-source drift (what the vendor changed, including silent model reroutes), lens drift, and stochastic noise. The core idea is the Lens Architecture. The evaluation apparatus (fixtures, baselines, and LLM-as-judge) is non-deterministic and drifts too, so Holonograph versions the lens and freezes it within each version. Apparatus drift becomes a measured quantity instead of a hidden confounder.

The rest builds on attribution. Facet decomposition resolves drift to a specific evaluated dimension instead of one holistic score. Holonograph detects when a judge has saturated and stopped discriminating, and de-saturates it. It treats reflection as a validated capability: a judge's critique goes back into the loop only where that judge is certified as grounded. The larger aim is governance of what a system did and of which decisions it has the authority to make. Because it observes by position rather than instrumentation, it runs where server-based tools can't: on local hardware, in regulated environments, behind an air gap.

Holonograph is owned and developed solely by Precision Innovations LLC, which Brian founded and owns. It is separate from Squint Metrics and Brian's other ventures, none of which built, funded, or incubated it.

Nails Now is a mobile-first platform connecting customers with local nail salons: 24/7 booking with specific technicians, real-time appointment management, and checkout with integrated tipping. It replaces phone calls and walk-ins with a full marketplace, including salon check-in, a POS, and deals and promotions.

Squint Metrics is a boutique development shop and startup incubator building custom enterprise software for emerging and regulated markets. Flagship products include Zorro, an email automation platform for regulated markets, and a Patient Reported Outcomes data collection platform used in rare-disease patient support and clinical trial exploratory endpoints. Squint also incubates several technology startups.