Mark J. SalisburyMJS-OM-2026 · Sheet 00
Just show me the cool stuff
Operator's Manual · Model MJS · Connecticut, USA

I put AI
to work.
Then I show
my work.

I'm Mark J. Salisbury. Operator first. I build real tools with AI, test them until I trust them, and teach people the parts that hold up. This site is the manual.

Builds with AI agentsPublishes the failures tooTeaches what survives
Figure 1. Exploded view of how Mark puts AI to work Six stacked layers: a request, a lead that scopes it, a router that picks a small team, three workers, a verification layer, and a result that ships with receipts. 01 Request 02 Lead 03 Router 04 Workers 05 Verify 06 Result
  1. 01Request. A real job. Usually messy.
  2. 02Lead. Scopes it. Runs the cheap checks first.
  3. 03Router. Picks a small team. Or nobody.
  4. 04Workers. Build, review, red team.
  5. 05Verify. No evidence, no credit.
  6. 06Result. Ships with its receipts.
Fig. 1  Exploded viewHow a job moves when I run it

Identification plate

Designation
Mark J. Salisbury
Type
Operator. Builder. Teacher.
Base
Connecticut, USA
Input
Messy, real-world work
Day job
AI Outcomes Manager, GleanPersonal site. Views are my own.
Output
Working tools. Tested claims. People who can run them.
Also
Founder, StarForge DynamicsAI training and advisory
Known limits
Operator, not a career engineer.I build with AI agents and test before I trust.
Operating principle

AI has to work after the demo.

Anybody can make a model do a trick. The job starts when the trick has to survive a Tuesday. I work in three moves, in this order, every time.

STEP 1BUILD

Put it to work.

Start with a real job, not a model. Find the step that eats the afternoon, build the smallest tool that removes it, and hand it to the person who owns the work.

STEP 2TEST

Try to break it.

Near-correct is the dangerous kind of wrong. I run the ugly cases, bring in a second model only when the risk earns it, and keep the receipts. No evidence, no credit.

STEP 3TEACH

Hand over the manual.

A tool only one person can run is a liability. I teach the people who own the work how it runs, how to check it, and when to stop trusting it.

Live demonstration

Run the loop yourself.

This is how my open-source toolkit, TeamLoop, thinks about a job. Pick one and press run. Watch who gets called in, who gets left out, and what it takes for a claim to count.

Requestthe job Leadscope, check Routerwho, if any Reviewerindependent eye Red teamtries to break Builderisolated copy Verifyprove it Result+ receipts
Receipt tapeFig. 2
Ready. Press run.
Pick a job. Press run.Three prepared jobs. Three different right answers.
Prepared examples. Runs in your browser. No live AI calls, no network, no tracking.The real toolkit is on GitHub →
Equipment built

Proof you can click.

A family dashboard, a civic lookout, a karaoke studio, a pattern studio, an open-source toolkit and a lot of websites. All built on my own time and documented in the open. No logo wall. No mystery metrics.

Pillow Fort, the chosen daytime design for BuryBoard, with soft illustrated panels and fictional demonstration lists.
Home build · BuryBoard + BerryDesign to deployment

A family dashboard. A strawberry with a job.

A spare screen became BuryBoard: shared calendars, weather, lists and a whole wardrobe of holiday styles. A repurposed phone became Berry, the voice-and-picture companion. Here is the build history, the designs we chose between, and the checks behind the cute parts.

Civic build · Town FamiliarPrivate app, public record
Town Familiar's Week page: a lantern-carrying fox, a countdown to the next meeting and a three-week calendar, shown with a made-up town.

A lookout for my town

It reads Killingly’s board pages, meeting packets and volunteer listings every hour, then tells me where to show up: one countdown, one phone call, a short list of shifts. AI built it. No AI runs it.

Music build · Basement KaraokeIn progress
The Basement Karaoke singing screen: a lyric in black on a torn yellow highlighter strip, shown with a made-up band.

Any song I own, minus the singer

A home karaoke studio for the emo and post-hardcore the catalogs skip. Vocals stripped on a laptop, timed lyrics, and a TV screen styled like a show flyer. The build log fills in as it ships.

The Memphis Pattern Builder front page: Make the arcade carpet pattern stuck in your head, beside a card of teal, yellow, blue and pink shapes.
Design build · Memphis Pattern BuilderLive, free

Arcade carpet, from research to cut file

It started as a research library with a checked source behind every claim. It spiraled into a free pattern studio: hit Generate, fix it one shape at a time, then take home a tile, a wallpaper or a Cricut cut file. Here is how it got there, dead ends included.

The TeamLoop field notes site: an arcade-styled page headed 'I wanted my AI subscriptions to work as a team' with a scoreboard reading 43 original core attempts.
Sheet 3.1 · Open sourcePublic preview

TeamLoop

One conversation. A deliberately small team. Evidence before agreement. I already paid for Codex, Gemini, and Claude. I wanted them to work as a team without me becoming the human API between three chat windows. So I built the toolkit that does it, then published the tests that shaped it.

  • LicenseApache 2.0
  • Runtime dependenciesZero
  • Field study43 original attempts, ugly ones included
  • At release67 local software tests passing

Want to watch the team work? The Dream Machine puts every AI session on my machine in an 8-bit arcade room.

Sheet 3.2 · Web design25 sites
A liquid chrome sphere on a dark floor behind the word Mercure in large italic serif type.

Websites, for the love of it

Twenty-five single-file sites built in three sittings. Liquid chrome, a playable arcade, a synth you patch by hand, a trail race flown over a real mountain. Design is the part I do for fun.

Sheet 3.3 · ToolsFree
The StarForge Cook Book title page: a 1950s-style recipe box with a red gingham border, a chapter list, and the line 'Use these, then write your own.'

Tools that do a job

A book of 65 AI recipes, a pattern studio for 80s arcade carpet, a gradient studio, a shader shelf, a service-area map maker. No signup on any of them.

Sheet 3.4 · Games and funPlayable here
Title screen of Cyber-Boy: Neon Protocol, a red-on-black tactical fighting game.

The weird stuff

Two fighting games you can play in this tab, an arcade shooter, an infomercial for a glowing box. Nobody assigned these.

Full equipment list →The range, on one sheet →Everything you can click →

Instruction

Most AI training teaches the tool. I teach the work around it.

Sessions start with the jobs people already do and the friction they already feel. People leave with a working example, a way to check the output, and a process that still works on Friday.

T-01

AI Workshop Series

Four 90-minute sessions for small-business owners with the Northeastern Connecticut Chamber of Commerce. Mixed-skill room. Every session builds one guided artifact and one the participant owns. Open the sessions and handouts →

Fall 2026
T-02

AI in your daily workflow

Guest talk for the Thompson Business Association, built from a survey of their members. Three live demos and one prompt run side by side in ChatGPT, Gemini, and Claude. No vendor pitches.

May 2026
T-03

Team training and longer programs

Workshops and multi-session programs for organizations run through my company, StarForge Dynamics.

StarForge

How I teach →

Colophon

This manual is also the demonstration.

I built this site the way I build everything now. I wrote the brief, directed AI agents through the build, and checked the work. No template. No page builder. If you are wondering what AI can do in the hands of someone who knows the job, you are looking at it.

0
Frameworks. Hand-authored HTML, CSS, and SVG.
0
Trackers, cookies, or third-party requests.
2
Spot inks. Flip to blueprint in the header.
100%
Readable with JavaScript off. View source. It is tidy.