From Code to Crafts: Ex-Software Engineer Debunks AI Hype by Going Blue Collar

Tabby Toney's career journey is emblematic of the shifts occurring within the labor market as professionals reassess their career paths in response to technological advancements. After being laid off from her software engineering role in May 2025, Toney made the bold decision to transition into welding, a trade she was exposed to during her childhood. Her story is not just about a job change; it's about finding personal fulfillment and stability in a rapidly changing world where AI and automation are altering traditional career trajectories. As Toney embraced this career pivot, she prioritized personal satisfaction over monetary gain, opting for a role that connected with her on a more intrinsic level despite the substantial pay cut from her previous position. Her decision reflects a growing trend where individuals seek meaning and engagement in their work, even if it means stepping away from high‑paying tech careers.

Upon deciding to leave the tech field, Toney enrolled in a rigorous five‑month welding program that required a full‑time commitment of 40 hours per week. This accelerated course was designed to quickly integrate participants into the workforce, contrasting sharply with the more conventional two‑year training programs. Toney's familiarity with welding, having spent time in her grandfather's workshop, provided her with a unique advantage, facilitating her transition into this new field. Despite the financial challenges—her welding salary in Oklahoma City is markedly lower than her tech income—Toney has found the work rewarding and less stressful, highlighting the psychological and emotional benefits of pursuing a field she genuinely enjoys.

Toney's story raises important discussions about the broader implications of tech industry layoffs precipitated by AI advancements. While AI has not directly replaced her position, the industry's overreliance on automation and non‑technical decision‑making has left many like Toney disenchanted with their roles. Her experience underscores a critical conversation about the future of work and how industries can integrate AI without sacrificing the human element that is essential for innovation and satisfaction. This shift further emphasizes the importance of adapting educational pathways and career support systems to assist workers transitioning into vocations where they feel accomplished and valued.

Tabby Toney's decision to switch careers from a high‑paying software engineering job to welding was driven by a combination of practical and personal reasons. Initially, her transition was spurred by a layoff in May 2025, a direct casualty of widespread tactical shifts in the tech industry. Rather than scrambling to find another position in the saturated tech job market, she capitalized on an opportunity to pursue a longstanding interest nurtured in her grandfather's garage—welding. According to her account, the childhood exposure to hands‑on metalwork made welding an appealing alternative, promising a different set of challenges and a work‑life balance more attuned to her values.

One significant factor contributing to Toney's career change was her disillusionment with the tech industry's direction, especially the premature dependence on AI technologies that were reshaping the employment landscape. This sentiment reflects a growing concern among tech professionals regarding the efficacy and ethical implications of relying heavily on AI. Toney critiqued the way non‑technical leaders were hasty in adopting AI solutions that left seasoned engineers like herself with less meaningful work. As detailed in,¹ these decisions did not just impact job security but also eroded workplace satisfaction and creativity, which were critical aspects of her role as an engineer.

Financially, Toney's switch represented a significant cut in earnings—from a $130,000 annually salary to a $25 per hour welding job, roughly translating to $52,000 per year. However, she managed this transition thanks to the lower cost of living in Oklahoma City. The shift in earnings, surprisingly, did not overshadow her newfound job satisfaction. In,¹ she emphasizes that happiness and fulfillment are weighing more heavily than financial compensation, especially after having faced the relentless cycle of tech industry layoffs and burnout.

The rapid evolution of technology and the increasing reliance on artificial intelligence have created new dynamics in the job market. Traditional tech roles are experiencing a transformation as AI takes over tasks once handled by human engineers. This shift has led to a need for fast‑track programs designed to transition professionals into new fields quickly. One such initiative is the fast‑track welding program, which condenses what would typically be a two‑year curriculum into a five‑month intensive course, allowing participants to swiftly enter the workforce.

Fast‑track welding programs are particularly appealing to individuals seeking a change of pace from the fast‑moving, often burnout‑inducing environment of the tech industry. These programs are structured around hands‑on learning and practical skills, with the aim of providing immediate job‑readiness. For former tech workers like Tabby Toney, who completed such a program after leaving a high‑paying software engineering position, this approach offered not only a new career path but also a renewed sense of fulfillment working with her hands instead of with code.

This program's design reflects a broader trend in education that prioritizes flexibility and speed. Participants are engaged 40 hours per week in rigorous training that covers essential welding techniques, safety protocols, and industry standards. By eliminating the protracted timeline of traditional programs, fast‑track courses are able to meet the growing demand for skilled tradespeople in industries where hands‑on expertise is crucial.

For many, the transition from a tech job to a trade such as welding is not just a career change but a personal transformation. It can involve rediscovering passions, like the childhood interest in welding rekindled for Toney, and embracing new work‑life dynamics in regions where the cost of living may better align with salary changes. While the financial trade‑offs are notable, the benefits of job stability, satisfaction, and a tangible work product often underscore the decision for those who choose this path.

Beyond individual financial implications, transitions like Toney's can contribute to a reshaping of the workforce landscape. They highlight the need for adaptive skills and retraining opportunities to accommodate shifting career trends influenced by automation and technological disruption. Toney's successful completion of a fast‑track welding program—just five months long—demonstrates a potential model for career mobility that blends skill acquisition with rapid deployment into the workforce, as her shift was highlighted in.¹ However, as the demand for quick transitions increases, educational infrastructure must also adapt to ensure that new entrants are adequately prepared, thereby addressing potential skill gaps created by these shifts. Furthermore, these changes might lead to reevaluations of credential value as people learn to navigate and succeed in new roles beyond their initial fields, thereby influencing education and training investment trends.

From the perspective of Tabby Toney, the rapid integration of artificial intelligence (AI) in the tech industry has sparked complex emotions. She represents a growing sentiment among tech professionals who perceive the industry's rush towards AI as premature and, at times, misguided. Her career shift from a lucrative software engineering role to a more physically demanding but personally fulfilling welding career highlights the concerns about AI displacing human talent in a manner that doesn't necessarily leverage AI's potential as a collaborative tool. Toney's decision underscores a critical discussion in the tech world on whether AI should supplement human creativity instead of replacing it, an idea she strongly advocates for. She believes that AI, when thoughtfully integrated, can enhance rather than detract from human work, indicating a need for more informed decision‑making by industry leaders. For insights on her career changes and thoughts on AI, you can refer to the original article on Business Insider.¹

Toney's story also reflects a broader narrative of frustration among developers and engineers about how AI is implemented by non‑technical leaders who might not fully grasp the technical or cultural implications of their decisions. She criticizes how these leaders often view AI merely as a cost‑cutting measure rather than a technological tool that could drive innovation and enhance human work capabilities. Toney's sentiments align with many tech professionals who fear that the rush to replace roles with AI could lead to a loss of creative engagement in their work, prompting them to reevaluate their career paths and pursue roles that offer more tangible and satisfying work experiences, like in the trades. This shift raises vital questions about workforce development in an AI‑driven future and the responsibility of leaders to safeguard the varied aspects of creativity and human touch in tech work. The full narrative is available at.¹

From her new vantage point as a welder, Toney offers valuable insights into how AI is reshaping the tech landscape and the workforce at large. Her perspective emphasizes that while AI technology continues to evolve rapidly, the human elements of creativity and skilled workmanship remain irreplaceable. This shift towards embracing craftsmanship and hands‑on work highlights an emerging trend where technology professionals seek fulfillment outside traditional tech roles, finding new purpose in delivering tangible results that machines nor AI can truly replicate. Toney's story is both a personal reflection and a narrative of a larger movement towards revaluing human‑centric skills and creativity over automation. Her experience serves as a testament to the enduring importance of human agency amidst the digital transformation sweeping industries. For more on this perspective, explore the full story.¹

The public's reaction to Tabby Toney's career shift from software engineering to welding has largely been positive, with many viewing her as an inspiring figure amid a rapidly changing job landscape. On various social media platforms like X/Twitter and Reddit, Toney has been celebrated for her bold decision to pursue a more hands‑on trade, which promises a degree of stability in a world where AI is increasingly automating tech jobs. Users have praised her ability to adapt and thrive, noting that welding provides tangible results and satisfaction that many find lacking in tech roles dominated by AI.¹

Social media discussions frequently highlight Toney's critique of non‑technical leaders hastening AI integration in the industry. Many commentators agree with her stance that AI should complement rather than replace human creativity, applauding her decision to leave behind a high‑stress environment for welding, which is considered a more fulfilling and autonomous line of work as noted by analysts. This sentiment resonates deeply with individuals feeling the pressures and realities of AI's encroachment on the tech industry.

The transition from tech‑based roles to trade professions, exemplified by cases like that of Tabby Toney, represents a broader trend of workers seeking more stable and fulfilling employment outside the unpredictable tech industry. Toney, a former software engineer earning a substantial income, opted to pursue a career in welding after facing burnout and industry shifts toward AI automation. This shift highlights a growing movement among tech professionals who are disillusioned with the accelerated pace of AI integration and its impact on job roles. Many are finding solace in trades that offer tangible outcomes and a sense of creative fulfillment that tech roles increasingly lack.

In examining these transitions, case studies reveal that tech workers often cite dissatisfaction with industry dynamics as a driving factor for change. Toney's decision to move into welding was influenced not just by job loss, but by the desire to escape a tech environment driven more by AI efficiency than human ingenuity. Similarly, other tech‑to‑trade stories include software developers becoming plumbers and electricians, driven by similar motives. These former tech workers find their new careers offer not only a change of pace but also an opportunity to engage in meaningful, hands‑on work that contrasts sharply with the abstraction of their former tech roles.

The financial aspect of such transitions cannot be overlooked. While the financial trade‑offs are significant, with many workers accepting substantial pay cuts, the emphasis often shifts to quality of life improvements and job satisfaction. For Toney, the annual income drop from $130,000 to approximately $52,000 was justified by her newfound happiness and the stability offered by her role as a welder. This pivot aligns with a broader societal trend where more individuals are prioritizing personal fulfillment and work‑life balance over higher salaries, particularly in lower‑cost living areas where such salary adjustments are more feasible.

Furthermore, these tech‑to‑trade pivots reflect a societal reevaluation of career and identity amid the rapid technological advancements reshaping the labor market. As AI continues to redefine roles within the tech industry, many workers are prompted to reflect on their career paths and choices. This shift has cultural implications, emphasizing the value of trades and crafts in an age dominated by digital solutions. Former tech professionals like Toney often become vocal advocates for the trades, highlighting the importance of skilled manual labor in a balanced economy.

In light of these narratives, the future landscape of work is likely to evolve, with tech‑to‑trade transitions serving as a catalyst for broader changes in how society values different types of labor. The growing interest in trades among former tech workers could lead to increased demand for vocational training programs and a redefined understanding of career success that balances financial stability with personal satisfaction and mental well‑being. This shift in career paradigms is significant not only for individual workers but also for sectors and economies adapting to new labor dynamics amid technological progress.

The future of work is shifting dramatically, spurred on by technological advancements and changing economic landscapes. Tabby Toney's career transition from a software engineer to a welder is emblematic of a broader trend where individuals are reassessing the fulfillment and sustainability of their careers. This shift is not only about finding new jobs but also about redefining identity and purpose in the professional world. As more people like Toney make similar transitions, the landscape of traditional career paths is likely to change significantly, with potential increases in non‑traditional and vocational career paths gaining popularity over previously sought‑after technical roles.

One significant implication for the future of work is the growing importance of personal fulfillment over traditional financial benefits. Many professionals are beginning to value satisfaction and job stability more than higher salaries, particularly in industries heavily impacted by automation and AI, where job roles are increasingly uncertain. This sentiment is echoed in Toney's decision, highlighted in,¹ where personal contentment was prioritized over substantial financial earnings.

Furthermore, the transition from tech to trades underscores a potential shift in societal values towards hands‑on, tangible work. As AI automation takes over tasks that were previously the domain of technical experts, these experts are finding new avenues to utilize their skills in ways that are less susceptible to automation. According to industry trends, this trend is likely to continue, influencing educational choices and career planning among upcoming generations. This is supported by reports noting a rise in tech workers considering trades as viable career options.

Meanwhile, the financial implications of such transitions are significant. The move from tech jobs to trades often involves a substantial salary cut, which can be offset by the lower cost of living in certain areas. This regional economic impact can lead to increased migration towards more affordable areas, as seen in Toney's move, leading to potential challenges and opportunities for local economies. However, the decision to downshift financially for personal happiness speaks to a wider change in how career success is defined.

Lastly, the evolution of work in light of AI and automation is redefining professional identities. As individuals like Toney pivot careers, they not only navigate financial and personal changes but also encounter new societal roles and expectations. This evolution presents broader implications for workforce development policies and educational systems, which must adapt to prepare future generations for careers that are less predictable and more dynamic than ever before. The focus on adaptability, lifelong learning, and vocational training could become essential as industries continue to navigate these transformations.

Reflecting on Tabby Toney's career transition, we find a compelling narrative about personal satisfaction transcending financial gain. Toney, initially a software engineer, took a substantial pay cut to pursue welding, which she now finds more fulfilling. Her story highlights a fundamental reevaluation of what career success means in modern society. With technology rapidly transforming industries, individuals like Toney are prioritizing passion and mental well‑being over traditional metrics of success, such as salary and job title.

Moreover, Toney's career pivot underscores issues within corporate cultures dominated by non‑technical decision‑makers and premature reliance on AI. This shift to welding is less a critique of technology and more an indictment of how it is implemented and the lack of autonomy left to engineers. Despite a reduced income, Toney's renewed sense of job satisfaction implies that the psychological benefits of meaningful work can outweigh financial considerations, a sentiment echoed by others in similar transitions as covered by.¹

In reflecting on Toney's journey, we explore the broader implications on career satisfaction in the tech industry. As AI continues to redefine the role of engineers, a paradigm shift is emerging where traditional roles may no longer guarantee fulfillment or job security. The transition of many tech professionals to other fields emphasizes the growing value placed on hands‑on, creative work over digital tasks dominated by AI. This trend is likely to continue, with companies and educational institutions needing to address how they can support workers seeking diverse and meaningful career paths.

Finally, Toney's story illustrates a larger theme of human resilience and adaptability in the face of technological disruption. Her journey from software to welding is a testament to the capacity to redefine one's professional identity and find satisfaction in unexpected places. This optimism is a crucial consideration for many facing similar crossroads in their careers, serving as a reminder that fulfillment often lies not in high‑profile positions but in roles that resonate personally and provide a sense of purpose, as detailed in.¹