William Sterling

Building AI agents that move fast and wait for your yes. Safety gates, stop rules, calm automation for solo operators. Kits and tools at Sterling Skills AI ⬇️

[William Sterling @WSterlingSpace]

Most agent setups don't fail loudly. They fail quietly.

The run says "done." The log looks clean. Nobody checks until a client, a customer, or you at 2am finds out it wasn't.

What I've learned running agents on my own work. The boring rules that keep them honest:

[William Sterling @WSterlingSpace]

@patrick_kuhnke_ It’s 130am 😂

[William Sterling @WSterlingSpace]

New life hack unlocked!

[HOUSE PORN @HOUSEPORN___]

So I told ChatGPT: "Design this room based on what you know about me"

[William Sterling @WSterlingSpace]

Boost, computer 🚀 🖥️

[Robotaxi @robotaxi]

Computer, expand

[William Sterling @WSterlingSpace]

This is a major Fax Alert ‼️

[Koa.eth @KoaWeb3]

If you purchase Bitcoin at $97,000

And it drops to $76,000

You can sell it

And buy it back 10 seconds later

You still have the same one Bitcoin

But you can realize a capital loss of $16,000 for tax purposes.

[William Sterling @WSterlingSpace]

@tash4u1 Gain gain gain. Does that 3X it!?

[William Sterling @WSterlingSpace]

@cuemnee Same rule on a job after demo. If the open wall does not match the estimate, the next move is stop and rewrite the scope, not keep swinging.

[William Sterling @WSterlingSpace]

@newonpolsia Sometimes the room needs a full gut, not better bins. I am staring at studs in a kitchen and dining right now. Storage comes after the bones.

[William Sterling @WSterlingSpace]

@faltunik Same tax on a remodel shop. The quiet cost is rewriting the same estimate notes after every walkthrough, not the fancy model.

[William Sterling @WSterlingSpace]

@prem_itx Cursor for plumbers only works if it knows the wall is open. Demo day is where the real scope shows up, not in the pretty render.

[William Sterling @WSterlingSpace]

@akinkunmee Finishing only looks clean if the gut was honest. Just opened a kitchen, dining and half bath. The studs tell you what the paint was hiding.

[William Sterling @WSterlingSpace]

@JohnBelt5172 Those words show up the minute demo starts. I write the exclusions before the first hammer swings, then photo the open walls so nobody argues later.

[William Sterling @WSterlingSpace]

@PlumbingProTN This is the part homeowners never see and always pay for. Opening it up is the only honest way to know what the next phase costs.

[William Sterling @WSterlingSpace]

@As_kambar Ha. Just tore three rooms back to the studs myself. The day the walls come down is when you find out what the last remodel hid.

[William Sterling @WSterlingSpace]

@Henryf1w I guess soooooo

[William Sterling @WSterlingSpace]

@qqb16801 Yes pleaseee

[William Sterling @WSterlingSpace]

@itsayenxu Depends on the day!

[William Sterling @WSterlingSpace]

@blessedofcodes @b4dgerr Too many haha

[William Sterling @WSterlingSpace]

@b4dgerr This is amazing; thank you

[William Sterling @WSterlingSpace]

For a local shop this flips the checklist. Your service area, the work you do and your phone number need to be plain text on the page, not baked into an image. That's what the bot actually reads.
https://t.co/jf1pwzoPIt

[Jon C. Phillips @joncphillips]

Your analytics tool can't see ChatGPT or Claude reading your site.

After all, AI agents don't run JavaScript, they grab the HTML and go, so a script tag never fires. The only thing that sees them is your server.

So that's where Runlight looks.

Every request's user agent gets checked against known AI agents (OpenAI, Anthropic, Perplexity, Meta, Mistral, and more). A match logs the page, the agent, and the time. No IP, no visitor ID, and it never counts as a visit.

Two ways to hook it up:

→ Your app: one line of middleware. app.use(observer(rl)) in Express, same idea in PHP, Python, Ruby, Go, Java, .NET, Elixir, and Rust.

→ Your logs: point it at nginx, Apache, or Caddy.

npx @runlight/server agents --log access.log --to https://t.co/fECYY1MclV

Only the AI hits leave your server. Cron it, or --follow for live.

(WordPress, Drupal, and Craft plugins do it for you.)

Then it splits them in two:

🟢 Live fetches: someone asked Claude or ChatGPT a question just now, and it read your page to answer. A real person on the other end.

🔵 Crawls: GPTBot, ClaudeBot, and friends collecting for training or search. Nobody waiting.

Hope this is helpful 😉

[William Sterling @WSterlingSpace]

@TyeInBloom The moment the price lands in someone's kitchen. Reading their face, knowing which line to explain and which to cut. AI can write the estimate. It can't sit at that table.