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AI Agents, AI Swarms & Task Orchestration

AI Agents Summit

Empowering the Future of Intelligent Automation

发布日期: 2024年4月14日

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ATTENTION! AI will replace jobs with AI Agents.?

Many assume they will replace jobs involving repetitive tasks or simple decision-making e.g.

Data Entry Clerks
Assembly Line Workers
Telemarketers
Cashiers
Customer Service Representatives
Bookkeepers and Accounting Clerks
Data Analysts
Administrative Assistants
Insurance Underwriters
Truck Drivers

However, Open AI’s paper released in March 2023 ‘GPTs are GPTs’ explains that surprisingly,? jobs with higher training requirements may be most vulnerable to automation. “Our findings indicate that approximately 80% of the U.S. workforce could have at least 10% of their work tasks affected by the introduction of GPTs, while around 19% of workers may see at least 50% of their tasks impacted.”

But where some see job loss, others see opportunities to improve efficiency and reduce human error.?

WHAT ARE AI AGENT & AI SWARMS?

AI Agents - An AI agent is an autonomous entity that perceives its environment, makes decisions, and takes actions to achieve goals. It operates across various domains, from simple reactive agents to complex learning agents, and plays a vital role in tasks like automation and decision-making.

AI Swarms - An AI swarm is a group of artificial intelligence agents or algorithms that collaborate to achieve common goals. Inspired by natural swarms, they use distributed intelligence to solve complex problems or adapt to changing environments.

Task Orchestration - Task orchestration is the automated coordination of tasks within a workflow to achieve specific objectives efficiently. It involves organizing, scheduling, and managing tasks to ensure they are performed correctly and in the right order.

TECH RELEASES

Summer 2024 - GPT-5 Open Source Agents - https://www.techopedia.com/news/openai-set-to-unveil-advanced-gpt-5-model-this-year?
10 Apr 2024 - Google's Vertex AI launched the Agent Builder revolutionizing productivity with Customer Agents to Employee Agents, Creative Agents, Data Agents, and Code Agents, the possibilities are endless. https://cloud.google.com/products/agent-builder?
4 April 2024 - Claude launches just rolled out a public beta for a tool use feature, a big leap forward that enables Claude to interact with external, client-side tools. https://docs.anthropic.com/claude/docs/tool-use?
12 Mar 2024 - Cognition Lab launches Devin, the world's first fully autonomous AI software engineer. https://www.cognition-labs.com/introducing-devin?

RESEARCH PAPERS

March 2023 - OpenAI - GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models, by - explains that, surprisingly,? jobs with higher training requirements may be most vulnerable to automation. This trend could reshape the job landscape, raising questions about the future of work. https://arxiv.org/pdf/2303.10130.pdf?
September 2023 - Harvard Business School - Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of AI on Knowledge Worker Productivity and Quality - explains which tasks are easily done by AI, and which are outside the current capability of AI; as well as the benefits of human-AI integration https://www.hbs.edu/ris/Publication%20Files/24-013_d9b45b68-9e74-42d6-a1c6-c72fb70c7282.pdf?