ASML (maker of state-of-the-art chip manufacturing equipment) is reporting that orders for their equipment have plunged dramatically, not gradually, indicating a sharp drop in demand.

Factory workers in manufacturing earn above-average incomes compared to service sector workers, and their job losses create immediate, measurable ripple effects: reduced foot traffic and sales at restaurants, lower tips, and weakening consumer demand in affected regions.

Multiple warning signs suggest that weakness is starting to accumulate and accelerate: initial slowness at first, but increasingly picking up speed.

Central banks would prefer to have rate cuts already in the pipeline before economic weakness arrives, so they can claim to be responding proactively and blame external factors rather than monetary policy for any deterioration.

Rate cuts do not revive demand when companies face genuine demand problems: Volkswagen shutting down factories due to lack of demand will not restart operations because of a 50 basis point ECB rate cut.

The core problem is a misalignment between the amount of work available and the number of employees still employed, which will continue to drive labor market weakness until this imbalance is corrected.

Facebook reported that its revenue growth offsets (and is beginning to outpace) its spending on AI, suggesting the company may be finding ways to monetize AI that justify investment.

Companies are buying AI chips and making large AI investments without clear understanding of what the technology will do or how it will generate revenue, following the pattern of past technology bubbles.

The AI boom will follow the pattern of previous disruptive technology waves with a huge runup, then a decline, before settling into a more efficient and productive trend leading to longer-run success.

Companies are beginning to face Wall Street pressure to justify their massive AI spending and demonstrate return on investment, with consequences coming potentially in fourth quarter or first quarter earnings.

The fundamental problem limiting demand is not high interest rates but weak consumer finances: low savings rates, slowing income growth, softening labor markets, cut hours, and elevated debt levels affect consumers globally.

Certain news outlets have begun acknowledging that even after elections, the underlying issue will be weak demand rather than policy uncertainty.

Currently, AI is being used primarily as a branding tool rather than for genuine functional capability, as companies race to add 'AI' to products like new iPhone editions to stimulate sales.

When the Federal Reserve cuts rates, new orders from manufacturers tend to decline, not increase, which is counterintuitive to policy theory but empirically observed.

Tech companies can manufacture spending through new product releases because they generate billions of dollars in revenue, enabling them to inject capital into the economy for AI and other investments.

Rate cuts stimulate demand only to the extent they pull forward consumption that would have happened anyway—if someone was going to buy a car in a few months, a rate cut might accelerate the purchase by months, but it doesn't create new demand from those without income to support purchases.

Some jobs destroyed by recent hurricanes will not return because the physical businesses where workers were employed no longer exist, making these losses structurally permanent rather than temporary as is often assumed.

Job losses have different consequences for the economy regardless of their cause; when workers lose income due to unemployment (whether from hurricanes, storms, or layoffs), their spending power drops, and as more workers remain unemployed longer, this reduced spending eventually feeds back into the broader economy as a negative multiplier.

New product models typically arrive at higher price points than the previous generation, and it is extremely rare for new models to arrive at lower prices than the older generation they are replacing.

In six months' time, sticky CPI will begin reflecting the disinflationary conditions visible today in flexible prices, meaning the full disinflationary picture will gradually become undeniable as lagged prices incorporate current conditions.