AI-Washing, Quiet Attrition, and the Squeezed Entry Level

Vintage editorial-cartoon graphic titled "AI & Work: The Displacement Desk — Week in Review," showing three small robots seated along a red spectrum bar, a hand swapping a graduation cap for a briefcase labeled "Director" in front of a worried young woman, and a robot holding a bullhorn labeled "Jobs Destroyed" beside a woman pinning up a job posting; banner reads "No fluff. No spin. Just the receipts."

Why headline mass layoffs miss the real economic story: companies are liquidating payroll to service AI infrastructure debt while quietly locking the entry-level career gate. This week, three major tech companies announced workforce reductions and attributed them to “AI transformation.” At the same time, new economic data revealed that while nationwide unemployment in AI-exposed sectors […]

The Agency Reckoning

A dim, empty advertising-agency office at dusk, with one desk lamp still lit beside a stack of old monthly retainer invoices and a laptop showing a chat interface

I’ve said it plainly before: my agency is already dead, people just haven’t started covering up the body yet. This post is the practical version of that sentence — what actually replaces the flat monthly retainer, and why AEO and GEO are an expansion of SEO rather than something that makes it obsolete. The old […]

Why AI SEO Content Can Pass Every Test and Still Need a Human Rewrite

Two printed page proofs side by side, one stamped APPROVED in green, the other covered in red-pen craft edits

AI can produce content that is accurate, compliant, optimized and technically complete — and still leave a good copywriter uncomfortable. That gap is what I’ve started calling client-proud versus copywriter-proud. The distinction came out of a real production discussion about AI-generated Google Business Profile content. We had a system that could produce dozens of usable […]

Why My Orchestrator Ignores Its Own Preflight

Dashboard showing a completed task despite the preflight checklist being skipped, illustrating a silent process-compliance failure

Quick summary: When an AI orchestrator is left to judge its own execution order, context accumulation and goal-completion pressure will consistently cause it to bypass preflight checks. Process compliance in agentic systems can’t be solved through prompt engineering — it requires an inversion of control, where deterministic code enforces the rules and agents only ever […]

ChatGPT Got Goblin Brain, and OpenAI Had to Write ‘NO GOBLINS’ Into Its System Prompt

The company building artificial general intelligence just admitted its flagship chatbot developed a fantasy creature obsession — and the fix was literally adding “NEVER say goblin” to its instructions ⚡ Quick Answers What happened with ChatGPT’s goblin obsession? ChatGPT’s “Nerdy” personality mode accidentally learned that goblin and gremlin metaphors reliably scored high with users. The […]