AI Is Taking Jobs Before It’s Ready, and That Should Concern Us All

21 April 2026

Paul Francis

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A Shift That Feels Rushed, Not Earned

The language around artificial intelligence has changed quickly. Only a few years ago, it was framed as a tool that would support workers, handle repetitive tasks and unlock new forms of productivity. In 2026, that tone has shifted. Companies are now cutting roles and openly pointing to AI as part of the justification, presenting it as an inevitable next step rather than a choice.

Robot in camo outfit using a laptop, with colorful programming code on a dark screen in the background. Mysterious, tech-focused setting.

What makes this moment uncomfortable is not simply that jobs are being lost. It is the sense that those decisions are being made ahead of the technology’s actual capability. There is a growing gap between what AI can reliably do and what businesses are claiming it can replace, and that gap is being filled not with caution, but with cost-cutting logic.

We Have Seen Disruption Before, But This Feels Different

There is a tendency to compare the current moment to earlier waves of automation. The Luddites are often brought up, sometimes dismissively, as a warning against resisting progress. It is true that machinery transformed industries, from textiles to farming, and reduced the need for large numbers of workers. Over time, new forms of employment emerged and economies adjusted.

But that comparison only goes so far. Those earlier transitions were grounded in technologies that demonstrably outperformed what they replaced in clear, physical terms. A mechanical loom could produce more cloth, more consistently, than a human worker. A tractor could do the work of many labourers in the field with obvious, measurable gains.

AI does not yet offer that same clarity. It produces convincing outputs, but not consistently reliable ones. It can assist, accelerate and sometimes impress, but it still requires oversight, correction and, in many cases, human judgment to prevent mistakes. The comparison with past automation begins to look strained when the replacement is not fully capable of doing the job on its own.

The Technology Still Struggles With the Real World

Away from carefully controlled demonstrations, the limitations of AI are not hard to find. Autonomous vehicles, long presented as just around the corner, continue to encounter problems when faced with the unpredictability of real roads. Edge cases, unusual conditions and split-second decisions still expose gaps that human drivers handle instinctively.

A white delivery robot on a brick path with text "Rolling through with snacks. Get the Starship Food Delivery app." Sunlit and shadowed pavers.

Delivery robots, another widely promoted example of automation, have faced similar issues. Navigating complex urban environments, dealing with obstacles, weather and human behaviour has proven far more difficult than early projections suggested. In many cases, these systems still rely on remote monitoring or are restricted to limited areas.

Even in digital spaces, where AI performs best, the cracks are visible. Generated content can be persuasive but inaccurate. Customer service systems can feel efficient from a company’s perspective while becoming frustrating and ineffective for the people using them. The technology works, but not in a way that consistently justifies removing the human layer entirely.

So, Why Are Jobs Being Cut Now?

If the technology is not fully ready, the question becomes unavoidable. Why are companies acting as if it is?

The answer sits less in engineering and more in economics. Labour is one of the highest costs any business carries. Reducing that cost, even partially, has an immediate and measurable impact on profitability. AI does not need to be perfect to make that calculation appealing. It only needs to be cheaper than the alternative.

This is where the conversation moves beyond innovation and into something more uncomfortable. The push towards AI adoption is not being driven solely by technological readiness. It is being accelerated by financial incentives, investor pressure and the constant demand to operate leaner and faster.

To put it plainly, the decision to replace workers is often made because it makes financial sense in the short term, not because the technology has truly earned that level of trust.

The Risk of Replacing Too Soon

There is a cost to moving at this pace, and it is not always immediately visible on a balance sheet. When roles are removed and replaced with systems that still require supervision, the burden does not disappear. It shifts.

Errors increase. Quality becomes inconsistent. Customers notice the difference, even if they cannot always articulate it. What appears efficient internally can translate into a poorer experience externally. Over time, that erosion matters.

There is also a broader risk to the workforce itself. When entry-level and mid-level roles are reduced, the pipeline for developing future expertise narrows. If fewer people are trained, fewer people gain experience, and the long-term capacity of industries begins to weaken.

These are not abstract concerns. They are the predictable consequences of adopting technology faster than it can reliably support the roles it is expected to fill.

Progress Is Not the Same as Acceleration

None of this is an argument against technological progress. AI will continue to develop, and in time, it may reach a level where it can genuinely replace certain types of work without compromise. That is the trajectory history suggests.

The issue is timing. Progress becomes something else when it is forced, when it is pushed into place before it is ready, and when the primary driver is cost reduction rather than capability.

There is a difference between innovation that expands what is possible and implementation that narrows what is acceptable. The current moment sits uncomfortably between the two.

A Decision Disguised as Inevitability

Perhaps the most concerning aspect of all is how these changes are being framed. The language used by companies often suggests that this is simply the direction of travel, an unavoidable step in the evolution of technology.

It is not.

These are decisions made by people, influenced by financial pressures and strategic priorities. Presenting them as inevitable removes accountability and shuts down the conversation that should be taking place about readiness, responsibility and long-term impact.

The Question We Should Be Asking

AI is already taking jobs. That part is no longer in doubt.

The more important question is whether it deserves to.

At the moment, the answer is far less certain than the headlines suggest. The technology shows promise, but it also shows clear limitations. Replacing large numbers of workers with systems that still struggle in real-world conditions is not a sign that progress is reaching its peak. It is a sign of decisions being made ahead of the evidence.

If there is a lesson from history, it is not that disruption should be resisted, but that it should be grounded in reality. When the balance shifts too far towards short-term gain, the consequences tend to follow.

And right now, there is a growing sense that the balance is shifting too quickly.

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From Fish Sauce to Fries: The Unexpected History of Ketchup

Connor Banks
Sep 24, 2024
3 min read

The Humble Origins: KêChiap in Ancient China

In today’s world, it’s hard to imagine a kitchen without a bottle of ketchup nestled among the condiments. It’s the beloved companion of fries, burgers, and all things grilled. But little do most people know, the journey of ketchup started long before tomatoes and burgers even existed.

Rich Tomato Ketchup in a glass GU style jar

Our story begins centuries ago, not in America or Europe, but in the bustling markets of ancient China. There, among the fragrant herbs and spices, merchants traded a peculiar sauce known as “kêchiap.” Unlike the thick, red ketchup we recognize today, this sauce was dark, thin, and salty. It was made from fermented fish, brine, and spices—a far cry from the sweet tomato concoction now adorning modern dinner tables.

This early version of ketchup was highly prized for its umami-rich flavour, the kind that made even the simplest dishes more delicious.

Crossing Oceans: British Sailors and the Birth of Ketchup in Europe

As kêchiap spread across Southeast Asia, it took on new names and forms. Sailors from the British Empire, always on the lookout for new flavours to take home, stumbled upon this sauce in the 17th century while trading in Malaysia and Indonesia. Fascinated, they decided to bring back the recipe to England.

Back home, British cooks began experimenting, trying to recreate this exotic sauce using ingredients available in their own cupboards. However, without the proper fish and spices of Southeast Asia, they had to improvise. Mushrooms, walnuts, oysters—nothing was off limits in the pursuit of that savoury depth. For decades, ketchup in England was more likely to resemble a tangy mushroom sauce than anything we’d put on a burger today.

The Tomato Revolution: Ketchup Takes a New Turn

Then came the tomato. In the early 19th century, this curious fruit was still a novelty in Europe and America. Enter James Mease, an American horticulturist, who in 1812 penned what is believed to be the first recipe for tomato ketchup. His version mixed tomato pulp with brandy and spices, setting the stage for a transformation that would change ketchup’s fate forever.

But there was still a problem. Early tomato ketchups lacked the shelf life needed to be stored for long periods, often turning rancid.

Preserving Perfection: Vinegar, Sugar, and the Modern Ketchup Recipe

Along came the mid-1800s, and with it, an innovation that would solidify ketchup’s place in culinary history: vinegar. By adding vinegar to the mix, manufacturers found they could extend the sauce’s life. To balance the acidity of the vinegar and tomatoes, sugar was added. This tweak made the sauce not only last longer but also gave it the sweet, tangy flavour profile that began to capture the hearts—and taste buds—of the masses.

Heinz and the Rise of Commercial Ketchup

By the late 19th century, the Heinz company, known for its commitment to quality, began mass producing tomato ketchup, bottling the new and improved recipe for households across America. Unlike its early fermented fish sauce ancestor, Heinz ketchup was smooth, sweet, and thick—perfect for dipping, dolloping, and spreading. It quickly became a household staple, finding its way to dinner tables, diners, and fast food restaurants around the globe.

A Condiment with an Unexpected Past

And so, what started as a fermented fish sauce in ancient China has taken an extraordinary culinary journey across centuries and continents, transforming into the iconic tomato ketchup we now know and love. It’s a story of adaptation and global influence, proof that even the simplest of condiments can have a rich and surprising history.

Next time you reach for that bottle of ketchup, remember that you’re tasting the legacy of sailors, chefs, and centuries of flavour experimentation—a condiment with an unexpected past, now living on in its perfect place beside fries and burgers.