Will's Journal.
AI Agents Idempotent Agent Tool Writes: Retries Without Double Emails or Double Charges
Make agent tool writes safe on timeout by minting runtime idempotency keys once, then sharing them across model, harness, and HTTP retries.
AI Visibility Digital PR That Earns AI Citations, Not Just Backlinks
Digital PR for AEO targets the domains AI already cites — with accurate brand facts — so earned media feeds answers, not only Domain Rating.
Websites CMS Choices Clients Will Actually Use
Pick a CMS by who edits weekly, not by vendor demos — field limits, training, and workflows that keep brand sites maintainable.
AI Agents The Fractional AI CTO Model: When You Need Architecture, Not Another Chatbot
A fractional AI CTO is architecture and operating cadence for teams building agentic IP — not a chatbot retainer. When to hire one, what they own, and how it differs from a pilot.
Automation API Rate Limits in n8n: Pace, Back Off, Then Shed Load
Handle HTTP 429 in n8n by honoring Retry-After, pacing with Split In Batches + Wait, then shedding noncritical work before retries multiply the damage.
Automation Webhook Security for Automations: Signatures, Secrets, and Least Privilege
Secure n8n webhooks with signature verification, secret handling, least-privilege credentials, and replay defenses that belong in production.
AI Visibility Reddit Moves AI Answers — If You Show Up as a Human, Not a Press Release
Reddit can feed AI citations when real threads corroborate your category — not when you spam. Engine weight varies; Perplexity leans harder than Gemini.
AI Visibility When AI Gets Your Brand Wrong: Fixing Hallucinated Facts at the Source
When ChatGPT invents your founding year or product line, fix canonical pages, chase corroborating wrong sources, and re-test — hallucinations have URLs behind them.
Websites Build the EPK Bookers Can Scan in Thirty Seconds
Build an EPK bookers can scan in thirty seconds: name, short bio, listen links, downloadable assets, and booking contact above the fold. Keep fans elsewhere.
Websites Accessibility as Craft, Not Compliance Theater
Accessible marketing websites treat keyboard, contrast, media, and motion as craft — WCAG for brand sites without checkbox theater.
AI Agents Scoping an Agentic Pilot That Proves Value in Five Days
A good agentic pilot is one sentence, real data, an evaluator, and a cage — finished in five days for $1,500. Here is how to scope it so you learn something true.
AI Agents Pin the Model, Gate the Upgrade: Catch Agent Drift Before Customers Do
Yes—pin production agents to explicit model IDs. Floating aliases change behavior with no deploy. Upgrade only through a golden-set gate you actually run.