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Will's Journal

Page 7 of Will's Journal.

This is page 7 of Will's Journal — a later slice of the archive, not the hub.

Writing on AI visibility, automation, agents, and websites — from Spurlock Studios.

Which notes are on page 7 of Will's Journal?

Nested brass frames. Thesis: GOOGLE AI MODE HANDLE PRODUCT. AI Visibility

How does Google AI Mode handle product search queries

Google AI Mode handles product search by grounding shopping questions in Search plus Merchant Center data: matching price, stock, Product schema, and reviews.

32 MIN
A scuffed work smartphone with a blank glowing circular button. Thesis: AGENCIES ONBOARD MULTIPLE CLIENTS GOOGLE. Automation

How do agencies onboard multiple clients for Google OAuth on a self-hosted n8n instance

Onboard each client with their GCP project, n8n's exact OAuth callback, one Google credential, and a scripted walkthrough of the unverified-app warning.

31 MIN
A scuffed work smartphone with a blank glowing circular button. Thesis: AGENTS LOOP FAILED TOOLS PROGRESS. AI Agents

Why Agents Loop on Failed Tools: No-Progress Detection Beats Longer Prompts

Agents loop on failed tools because the harness never detects no-progress. Fingerprint calls, honor retryable:false, cap turns, terminate with a reason code.

22 MIN
A calendar page turning. Thesis: N8N REFRESH OAUTH ACCESS TOKENS. Automation

How does n8n refresh OAuth access tokens

n8n stores refresh tokens in encrypted oauthTokenData and refreshes generic OAuth2 on 401. Google needs access_type=offline before a refresh token exists.

34 MIN
A violet ring. Thesis: AGENTIC SYSTEMS OPERATING MANUAL MULTI. AI Agents

Agentic Systems: An Operating Manual for Multi-Agent Work That Ships

An agentic system is evaluators, policy gates, sandboxes, and kill switches — not a chat window — so production tool work survives contact with real data.

32 MIN
Amber node beads on a dark rail. Thesis: WHO OWNS AUTOMATION BUILDER LEAVES. Automation

Who Owns the Automation When the Builder Leaves

When the builder leaves, automations survive only if a named owner, a half-page runbook, and company-owned credential handoff are already in place now.

20 MIN
Amber node beads on a dark rail. Thesis: RUN MULTIPLE SUB WORKFLOWS SIMULTANEOUSLY. Automation

How to run multiple sub-workflows simultaneously

Turn Wait off on Execute Sub-workflow in per-item mode to overlap children. Bound that fan-out with Loop Over Items plus a Wait; worker flags will not cap it.

28 MIN
A single wrench vs a signed blank contract. Thesis: SHOULD HIRE AUTOMATION EXPERT DOING. Automation

Should I hire an automation expert vs doing it yourself

DIY the first n8n webhook and reversible drafts. Hire a named owner when money, PII, multi-client traffic, or an ungated AI node can fire twice in production.

31 MIN
A small stack of coins. Thesis: MUCH COST HIRE N8N DEVELOPER. Automation

How much does it cost to hire an n8n developer

n8n developer cost is the engagement — project, retainer, W2, or white-label — not an hourly screenshot. Treat marketplace bands as planning labels, not quotes.

28 MIN
Nested brass frames. Thesis: LONG TAKE BUILD AI WORKFLOW. Automation

How long does it take to build AI workflow automation

AI workflow automation is a planning calendar: prompt eval, schema, and a human gate. Days-to-weeks bands are plans, not bids — a green model node is a demo.

28 MIN
Amber node beads on a dark rail. Thesis: DID AUTOMATION SEND TWICE. Automation

Why did my automation send twice

A second send is usually a webhook retry, a second trigger, a missing key, Wait+resume, or a stalled worker. Match that pair in Executions, then fix it.

31 MIN
A lime beam hitting a small brass nameplate. Thesis: PAGE ONE RANKINGS DON T. AI Visibility

Page-One Rankings Don’t Guarantee an AI Overview Citation

You can rank top 10 and still miss AI Overviews when the page fails snippet eligibility, extractability, or query fan-out — fix those before chasing links.

22 MIN

What should I know about this archive page?

What is page 7 of Will's Journal?
Page 7 of Will's Journal is a later slice of the archive, not the hub. The writing is on AI visibility, automation, agents, and websites — from Spurlock Studios.
Where is the first page of Will's Journal?
The first page is the hub at /blog. This URL is a later page of the same journal; previous and next links move through the rest of the archive.
Is this a different journal than the hub?
No. This is the same Will's Journal from Spurlock Studios — page 7 of the archive, after the notes on the first page.