Build Notes

Project stories and technical notes

Multi-agent systemsAI evaluationProduction AIResearch methodsFounder engineering

Reader-first notesTechnical depth, clear boundariesFiltering: Founder Engineering

Peter McCann Strain working at a laptop on a sunny Glasgow balcony — From the writing desk

All AI Evaluation Computer Vision Founder Engineering LLM Cost Optimization Legal Infrastructure Medical AI Multi-Agent Systems Production AI Recruitment AI Research Methods

Conversico: AI Voice Operations for Dental Practices

Multi-Agent Systems • Production AI

Start here

Start with this

Conversico: AI Voice Operations for Dental Practices

9 min read

An in-production founder case study on an AI voice receptionist for dental practices, built around missed-call recovery, booking support, privacy, and launch-gated operations.

In production · going to market · demo video coming soon

Enter article

Guided entry

Equal Pay as a Data Operation: A Union's Claims Base and a Valuation Engine It Can Argue With

Founder Engineering • Legal Infrastructure

12 min

Equal Pay as a Data Operation: A Union's Claims Base and a Valuation Engine It Can Argue With

How Datamise built the equal-pay work behind GMB Union's campaigns — an owned, relational claims base and the 38-finding audit that hardened it, plus SettleMise, a valuation engine where every number is traceable and a reviewer can take it apart.

20 May 2026

Personal Assistant AI: From Second Brain to Executive Assistant OS

Multi-Agent Systems • Production AI

10 min

Personal Assistant AI: From Second Brain to Executive Assistant OS

A private multi-agent second brain in daily use, with durable memory, proactive support, and quality monitoring behind a privacy-safe engineering trail.

Ongoing case study · demo video coming soon