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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The Lost Legends of Cinema: Films That Never Came to Be

Connor Banks
Aug 12, 2024
3 min read

In the glittering world of Hollywood, not all dreams make it to the silver screen. Some projects, despite their enormous potential and the star-studded talent attached to them, remain forever in the realm of "what could have been." Among these are some of the most intriguing and ambitious films never made, each with its own unique story that has captivated the imaginations of fans and filmmakers alike. From Alejandro Jodorowsky’s psychedelic epic to George Miller’s ambitious superhero ensemble, these unproduced films offer a glimpse into alternate cinematic realities.

Jodorowsky's Dune: The Psychedelic Epic

Jodorowsky's Dune stands out as perhaps the most legendary of these unfinished projects. In the mid-1970s, avant-garde filmmaker Alejandro Jodorowsky embarked on an audacious quest to adapt Frank Herbert’s science fiction masterpiece, "Dune." His vision was nothing short of revolutionary, intending to create a 10-14 hour cinematic experience that would transcend traditional film and become a transformative journey for viewers. Jodorowsky assembled an extraordinary team, including surrealist artist Salvador Dalí, Orson Welles, Mick Jagger, and H.R. Giger, with a soundtrack by Pink Floyd. Despite the staggering talent and creativity involved, the project was ultimately deemed too ambitious and costly. Financial and logistical issues, combined with Hollywood's reluctance to back such an unconventional vision, led to its demise. The story of "Jodorowsky’s Dune" was later immortalised in a 2013 documentary, offering a fascinating look at what might have been and showcasing the profound influence it had on future science fiction films.

The Man Who Killed Don Quixote: A Dream Delayed

The Man Who Killed Don Quixote concept art piece

Equally compelling is Terry Gilliam’s "The Man Who Killed Don Quixote." Gilliam, known for his work with Monty Python and his uniquely surreal directorial style, spent nearly three decades attempting to bring this project to life. The film, a loose adaptation of Miguel de Cervantes’ classic novel, faced an extraordinary array of setbacks. The initial production in 2000 was plagued by natural disasters, financial issues, and a severe back injury suffered by lead actor Jean Rochefort. These calamities, captured in the documentary "Lost in La Mancha," halted the project, and subsequent attempts to revive it faced similar challenges. It wasn’t until 2018 that Gilliam finally completed the film, though it differed significantly from his original vision. The journey of "The Man Who Killed Don Quixote" remains a testament to artistic perseverance, highlighting the often tumultuous path from script to screen.

Atuk: The Cursed Comedy

"Atuk," based on Mordecai Richler’s novel "The Incomparable Atuk," has earned its place in Hollywood legend due to the so-called "Atuk curse." This comedy about an Inuit navigating the modern urban jungle was attached to several high-profile actors, each of whom died under tragic and unexpected circumstances before production could begin. John Belushi, Sam Kinison, John Candy, and Chris Farley all expressed interest or were cast in the lead role, only to meet untimely deaths. The eerie pattern of misfortune has led to a macabre fascination with the project, ensuring that "Atuk" remains one of the most infamous unproduced films in history.

Batman: Year One: The Dark Reimagining

Concept of Gotham City as seen from Above

In the realm of superhero cinema, Darren Aronofsky’s "Batman: Year One" represents a radical departure from the traditional portrayals of the Dark Knight. Aronofsky, known for his dark and psychologically intense films, envisioned a gritty reboot of Batman that would strip the character down to his essence. This version of Bruce Wayne would lose his fortune, live on the streets, and don a makeshift costume. Despite the intriguing premise, Warner Bros. ultimately chose a different path, opting for Christopher Nolan’s "Batman Begins," which balanced realism with a more traditional narrative. Aronofsky’s bold vision remains a fascinating "what if" scenario, reflecting the creative risks involved in reimagining iconic characters.

Justice League: Mortal: The Superhero Ensemble That Almost Was

Finally, George Miller’s "Justice League: Mortal" was an ambitious attempt to bring together DC Comics' most iconic superheroes in a single film long before the success of the Marvel Cinematic Universe. With a cast that included Armie Hammer as Batman, D.J. Cotrona as Superman, and Megan Gale as Wonder Woman, the project promised a sprawling, epic narrative. However, it was plagued by a series of setbacks, including the 2007-2008 Writers Guild of America strike, financial issues, and concerns over audience confusion due to multiple actors playing the same characters in different franchises. Despite never being made, "Justice League: Mortal" has become a source of endless speculation and interest, illustrating the complexities and challenges of launching a shared cinematic universe.

The Allure of the Unmade

These unproduced films, each with their unique blend of ambition, talent, and misfortune, offer a tantalising glimpse into the alternate realities of cinema. They stand as reminders of the fragile nature of filmmaking, where even the most promising projects can falter and fall into the realm of legend. Yet, their stories continue to inspire, serving as both cautionary tales and sources of endless fascination for those who dream of what might have been.