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Autonomous AI agents create new job opportunities

The following is a guest post and opinion of Zac Cheah, Co-Founder of Pundi AI.

The brouhaha over autonomous artificial intelligence (AI) agents taking up jobs and radically transforming industries like healthcare and finance requires close inspection. Autonomy is a spectrum, where even the most autonomous AI agents need some form of human intervention to work appropriately.

Fully autonomous AI agents are impossible. And rather than eating up jobs, autonomous AI agents create new work opportunities where humans assist AI agents’ functions throughout their lifecycle.

Diversifying Job Options Within the AI Industry

All autonomous AI agents in production or deployment stages require human action because they cannot operate independently, thereby creating job openings. Although AI agents operating at scale are beyond a single person’s cognitive capacities, each agent has multiple human-led teams in the development pipeline.

These agents need human developers to build the underlying infrastructure, code the algorithm, prepare human-labeled datasets for training, and oversee auditing procedures.

For example, an autonomous AI agent’s accuracy depends on high-quality data training and performing repeated analytical tests. No wonder 67% of data engineers spend hours preparing datasets for AI model training.

Since fragmented datasets lead to operational problems for autonomous agents, project teams have to clean data before training. Moreover, as data gaps can generate wrong output, developers must ensure an AI agent’s integrity and market positioning through rigorous evaluation. Each AI company thus requires human data cleaners, labelers, and evaluators to run its models.

Further, human-supervised audits provide necessary checks to prevent harm from autonomous AI agents acting rogue after deployment. Such defense mechanisms consist of elaborately tiered teams including company management, policy workers, auditors, and other skilled technicians. It takes a village to build and maintain an AI agent during its lifecycle. Thus, fully autonomous AI agents generate multiple job opportunities as human expertise is required to create, deploy, and evaluate these agents.

Autonomous AI Agents Create New Human-Led Job Opportunities

Humans’ experiences help them develop nuanced societal understandings, which in turn help them make logical inferences and rational decisions. However, autonomous AI agents cannot ‘experience’ their surroundings and will always fail to make sound judgments without human assistance.

So humans must meticulously prepare datasets, assess model accuracy, and interpret output generation to ensure functional consistency and reliability. Human evaluation is critical to identifying prejudices, mitigating bias, and ensuring that AI agents align with humanitarian values and ethical standards.

A collaborative approach between human and machine intelligence is necessary to prevent ambiguous output generation events, grasp nuances, and solve complicated problems. With humans’ contextual knowledge base, common-sense reasoning, and coherent deduction, AI agents will function better in real-life situations.

Therefore, autonomous AI agents create new job roles and work opportunities within the AI industry rather than taking up jobs. To this end, Pundi AI drives AI innovation by empowering humans to contribute directly to the industry’s growth narrative.

Besides computational power, AI models need high-quality data accessibility for model training and domain specialists to fine-tune data for efficient model performance. But megacorporations have monopolized control over human-generated data for building AI-ML models.

Pundi AI offers a decentralized data solution, providing equitable opportunities for everyone so that large companies don’t exploit data producers. Thus, humans can maintain control over their data and directly benefit from using it for AI model training, creating new AI-related job options.

According to a Gartner survey, companies will abandon over 60% of AI projects by 2026 due to the unavailability of AI-ready data. Solutions like Pundi AI’s AIFX empower developers and users to create AI-ready data assets and trade them on-chain, offering financial incentives for curating robust datasets.

Beyond pre-processing datasets, AI agents also require human assistance during the in-processing (inference) and post-processing (deployment) stages. Several methods, like Reinforcement Learning with Human Feedback (RLHF) and Human-in-the-Loop (HITL), are necessary to evaluate AI agents during training or real-time operations for effective output generation and model optimization.

Similarly, interactive debugging helps human auditors to scrutinize AI agents’ responses and evaluate them against societal benchmarks of fair decision-making. Sometimes, sensitive agent applications require a hybrid method combining expert human-level validation with machine-generated answers to remove uncertainties and build trust.

Human intuition and creativity are key to developing new AI agents that can autonomously function in society without causing any harm. Besides enhancing autonomous AI agents’ general intelligence, human supervision ensures optimal performance for high-performing agents in independent settings.

Thus, a decentralized approach to building and deploying AI agents democratizes the AI industry by redistributing data and model training among people from diverse backgrounds, reducing structural bias, and creating new jobs.

The post Autonomous AI agents create new job opportunities appeared first on CryptoSlate.

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  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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