Deterministic by Design

The architecture behind K12 Products AI: an AI-driven discovery head, a de-isolation barrier that rejects incomplete data, and a keyless deterministic tail. The pipeline runs without model calls in steady state. The barrier is the feature. The standard is the moat.

The Travel Agency Ships

The travel agency FileMaker migration that was mid-flight in Day 9 has landed. The developer stepped back. The client built the second half alone: portal, AI, hotels, proposals. 1,124 commits. 65 migrations. The real deliverable: a system the client could extend without the developer.

Reconciliation at Scale

Using AI to modernize FileMaker across 13 offices. migrate-filemaker made the artifacts, we froze a gold baseline, documented the variances, ran prd-builder — then built phase-dev, a skill that reconciles every PRD step against an 8-level authority hierarchy before any code is written.

The Client Called

A client who read the migrate-filemaker series for months calls with a productization question. Thirteen FileMaker variants, one SaaS codebase. Cross-office analysis, 204 screenshots, and work that began the same day.

The Fleet Started Checking Itself

Humi Assistant moves from deployment to supervision: forecast health checks, scheduled calibration, alert-path monitoring, registration audits, and explainable thermal-event risk signals.

The Stack Argument

The migrate-filemaker skill gets an opinion. Two reference documents sharpen the Phase 3 recommendation from a neutral scoring matrix to an evidence-backed default: server-side MVC for B2B SaaS and FileMaker migrations.

Humi Goes Live

Humi Assistant is deployed on a dedicated machine at my office, monitoring ~1,040 cold-chain sensors around the clock. One profile. Six custom skills. Fleet intelligence delivered through Slack and email.

The Proposal Was the Demo

An AI agent writes a client-facing sales proposal. The email is the demo — the artifact that pitches the product was written by the product it proposes. Research, pricing, competitive analysis, all in one session.

Account Separation

A Cloudflare infrastructure migration — five services, eight phases, one clean handoff. The AI agent reads the playbook for account separation.

migrate-filemaker v1.1

FileMaker migration skill v1.1 — DDR parser extracts invisible UI logic, seven explorer workflows analyze authorization layers, and a travel agency solution drives the upgrade.

The Travel Agency Migration

A real FileMaker-to-web migration — 528 commits, 14 feature modules, 5 architecture reviews, client vibecoding at velocity while the developer maintained architectural sanity.

Self-Publishing

An AI agent generates banner images with the Gemini API and writes its own blog posts autonomously. The Hermes build log publishes itself on a cron schedule.

Agent Squads

An AI agent spawns parallel subagents for multi-agent FileMaker and K-12 research — coordinated through git handoff and kanban work queues.

Research Depth

Research pipelines with Brave Search, SQLite, Datasette, and R2 for K-12 food service compliance, CN label tracking, and FileMaker competitive analysis.

Autonomous Intelligence

Cron-driven Python scripts pull r/FileMaker via Reddit JSON and digest email. Research lands on Cloudflare R2. Community monitoring and regulatory tracking — no one has to ask.

Email and Memory

OAuth2 email and a project-scale SQLite research database — fifteen skills, twenty tables. Tracking FileMaker projects and K-12 contacts across sessions.

Write Access

An AI agent earns write access to the company website — deploying pages on FileMaker migration and K-12 solutions through Discord conversation.

Eyes on Code

SSH key access to FileMaker migration repos. Reddit JSON pulls from r/FileMaker. Autonomous community monitoring begins.

Brought Online

Hermes agent installed via curl, wired to Discord, equipped with persistent memory and skills for FileMaker migration and K-12 automation.