Field notes from a practical AI education

Useful tools.
Built in the real world.

Practical AI builds for real-world problems.

I’m a tradesman, business owner and dad learning AI in public. I build useful tools for trades, hospitality, small businesses and everyday life—then document what worked, what broke and what I would change.

BUILD 001Building
GasFlow Pro desktop public demo capture

Featured build

GasFlow Pro

Last note · 2026-03-21

01 / Latest builds

Three problems on the bench.

No vanity metrics. No polished case-study theatre. Just the current state of each build and the next useful thing to learn.

001
GasFlow Pro desktop public demo capture
BuildingUPDATED 2026-03-21

GasFlow Pro

Problem
Leads go cold, site notes scatter across tools and certificate renewals are easy to miss when the day is spent on the tools.
Solution
A focused CRM concept that keeps leads, activities, certificate dates and AI-assisted business research in one working view.
TradesCRMLead research
002
AI Dad Social Studio workspace with source signals, draft review and approval controls
TestingUPDATED 2026-05-01

AI Dad Social Studio

Problem
Building is only half the job. Turning scattered notes and screenshots into honest, platform-ready updates takes time and attention.
Solution
A private dashboard for GitHub and Drive intake, AI-assisted drafting, Instagram and X integration, scheduling and explicit publishing safety controls.
Content workflowPrivate toolAutomation
003
Tell Me Your Problem Bot submission and response workflow
LiveUPDATED 2026-04-27

Tell Me Your Problem Bot

Problem
Small-business owners often know where time is disappearing but do not know which AI approach is realistic or affordable.
Solution
A Tally webhook turns a described problem into a short practical response, emails it to the submitter and sends a separate internal notification.
Problem intakeSmall businessAI assistant

02 / Build log

The useful bits between releases.

Approved project notes, written for people—not a dump of commit messages.

  1. 01

    AI Dad Social Studio

    Drive intake hardened for Vercel

    Hardened Drive intake behaviour for the Vercel runtime without changing the Studio's deployment boundary.
  2. 02

    AI Dad Social Studio

    X publishing diagnostics improved

    Improved X publishing diagnostics and partial-thread failure reporting so incomplete sends are clearer.
  3. 03

    Tell Me Your Problem Bot

    Duplicate delivery and unsafe HTML guarded

    Added stable submission keys, escaped email content and Resend idempotency to prevent duplicate delivery and unsafe HTML.
  4. 04

    GasFlow Pro

    Backend and dashboard refactored

    Refactored the backend into routers and expanded the frontend activities, certificates, dashboard, leads and pipeline components.
  5. 05

    GasFlow Pro

    Pipeline API calls repaired

    Fixed undefined API usage so pipeline leads could load, move stage, be created and be updated correctly.
Read the full build log

03 / What I learned

Notes worth carrying into the next build.

WORKED

Start with a problem you have lived.

It cuts through feature noise and gives you a much better instinct for what “useful” actually means.

BROKE

The first integration is rarely the finished integration.

Authentication and external services need real end-to-end testing, not confidence from a happy-path demo.

CHANGE

Put the tool in front of someone earlier.

A smaller tested workflow beats a broad feature list that has not survived a working day.

04 / The process

A repeatable way to make something useful.

  1. 01Problem
  2. 02Research
  3. 03Prototype
  4. 04Test
  5. 05Share

05 / Ask AI Dad

Bring the messy problem.
We’ll find the practical first step.

Use the chat for a quick, practical starting point. If you want me to consider the problem for a future build, send it through the submission form.

Submit your problem
ConnectedASK-AI-DAD / 1.0
What’s the task, bottleneck or repeated job that keeps getting in the way?

Do not include names, contact details, passwords or confidential information.

The weekly build update

What worked. What broke. What’s next.