Page 16 of Will's Journal.
This is page 16 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 16 of Will's Journal?
Websites Design Systems for Marketing Sites That Are Not Product Apps
A marketing-site design system is tokens, type, a short component list, and CMS limits — not a product UI kit. Ship the thin vertical first, then grow.
AI Visibility Original Numbers Get Cited Because Models Hate Sharing Ambiguous Credit
Original research helps AI citations when numbers are dated, attributed, and extractable — GEO showed statistics and quotes lift answer visibility up to ~40%.
AI Agents Cost Controls for Agent Fleets: Budgets, Caps, and Kill Switches
Control agent-fleet cost with runner-enforced caps, policy-versioned prompt caches, and state-based model routing — not a prompt that says to be frugal.
Websites Stock Photos Are Fine Until They’re Doing the Selling
Use real photography where trust sells — hero, about, work, and proof pages — and keep licensed stock for texture surfaces that never close a deal alone.
Automation Content Repurposing Pipelines: One Asset, Many Surfaces, Human Sign-Off
Turn one approved asset into many surface drafts in n8n, including beehiiv. Schema-check the extract, file needs_review, and keep a human on every publish.
AI Agents Idempotent Agent Tool Writes: Retries Without Double Emails or Double Charges
Timeouts are unknown, not failed. Mint one runtime idempotency key per write intent and reuse it across retries so you cannot double-email or double-charge.
AI Visibility Digital PR That Earns AI Citations, Not Just Backlinks
Digital PR for AI citations is earned media on domains answer engines already quote, with locked brand facts — not vanity backlinks that nobody retrieves.
Websites CMS Choices Clients Will Actually Use
Pick a CMS by who edits weekly: field limits, preview, locked roles, and training so clients update dates and case studies without wrecking the live film.
AI Agents The Fractional AI CTO Model: When You Need Architecture, Not Another Chatbot
A fractional AI CTO owns architecture, evaluation standards, and a deploy gate — not a chatbot retainer. Hire one when colliding initiatives lack rails.
Automation API Rate Limits in n8n: Pace, Back Off, Then Shed Load
Handle HTTP 429 in n8n by honoring Retry-After, pacing with Loop Over Items + Wait, then shedding noncritical work before retries multiply the damage.
Automation Webhook Security for Automations: Signatures, Secrets, and Least Privilege
Verify Stripe and GitHub signatures on the raw body, reject replayed events, and allowlist vendor IPs before n8n runs CRM writes or payment side effects.
AI Visibility Reddit Moves AI Answers — If You Show Up as a Human, Not a Press Release
Reddit feeds AI citations when real human threads corroborate your category. Spam and vote farms fail; measure cited Reddit URLs, not raw karma scores.
What should I know about this archive page?
- What is page 16 of Will's Journal?
- Page 16 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 16 of the archive, after the notes on the first page.