Human Input in Agent Execution documentation: unintelligible and broken example

[francisjervis]

See example output below. The example does not work - no "human input" is ever sought - and lacks any explanation of how the feature is supposed to be used, making it useless.

 [DEBUG]: == Working Agent: Senior Research Analyst
 [INFO]: == Starting Task: Conduct a comprehensive analysis of the latest advancements in AI in 2024.Identify key trends, breakthrough technologies, and potential industry impacts.Compile your findings in a detailed report.Make sure to check with a human if the draft is good before finalizing your answer.

> Entering new CrewAgentExecutor chain...
To start with, I need to search for the latest advancements in AI in 2024. I will utilize the "Search the internet" tool to gather this information. 

Action: 
Search the internet

Action Input: 
{
"search_query": "latest advancements in AI in 2024"
} 

Search results: Title: The most important AI trends in 2024 - IBM Blog
Link: https://www.ibm.com/blog/artificial-intelligence-trends/
Snippet: The most important AI trends in 2024 · Reality check: more realistic expectations · Multimodal AI · Small(er) language models and open source ...
---
Title: Artificial Intelligence In 2024: What It Has In Store For Us - Forbes
Link: https://www.forbes.com/sites/forbestechcouncil/2024/01/31/artificial-intelligence-in-2024-what-it-has-in-store-for-us/
Snippet: Artificial intelligence (AI) has led to countless technological advancements in 2023. The advent of automation and machine learning will ...
---
Title: 3 big AI trends to watch in 2024 - Microsoft News
Link: https://news.microsoft.com/three-big-ai-trends-to-watch-in-2024/
Snippet: AI is expected to become more accessible, nuanced and integrated in technologies that help people. Here are three AI trends to watch in ...
---
Title: What's next for AI in 2024 - MIT Technology Review
Link: https://www.technologyreview.com/2024/01/04/1086046/whats-next-for-ai-in-2024/
Snippet: Startups such as Wayve, Waabi, and Ghost are pioneering a new wave of self-driving AI that uses a single large model to control a vehicle rather ...
---
Title: AI set to drive major tech advancements in 2024, IEEE study finds
Link: https://venturebeat.com/ai/artificial-intelligence-set-to-drive-major-tech-advancements-in-2024-ieee-study-finds/
Snippet: Artificial intelligence (AI) in its many evolving forms will be the most important area of technology in 2024, according to a new global survey ...
---
Title: The most important AI trends in 2024 - YouTube
Link: https://www.youtube.com/watch?v=sGZ6AlAnULc
Snippet: Explore IBM watsonx → https://ibm.biz/get_started-watsonx AI is growing at a frenetic pace - just ...
---
Title: 10 top AI and machine learning trends for 2024 | TechTarget
Link: https://www.techtarget.com/searchenterpriseai/tip/9-top-AI-and-machine-learning-trends
Snippet: 10 top AI and machine learning trends for 2024 · 1. Multimodal AI · 2. Agentic AI · 3. Open source AI · 4. Retrieval-augmented generation · 5.
---
Title: Top AI and ML Trends Reshaping the World in 2024 - Simplilearn.com
Link: https://www.simplilearn.com/artificial-intelligence-ai-and-machine-learning-trends-article
Snippet: Emerging AI Trends · Generative AI · Multimodal AI · Edge Computing · Deep Learning. Mimicking the human brain for performing tasks has been ...
---
Title: Five Key Trends in AI and Data Science for 2024
Link: https://sloanreview.mit.edu/article/five-key-trends-in-ai-and-data-science-for-2024/
Snippet: Five Key Trends in AI and Data Science for 2024 · 1. Generative AI sparkles but needs to deliver value. · 2. Data science is shifting from ...
---

Thought: 
The search results indicate several trends and advancements in AI in 2024. Some mentioned are Multimodal AI, smaller language models, open source AI, Generative AI, and Agentic AI. I also noticed mentions of AI becoming more accessible, nuanced, and integrated into technologies that assist people. There is also a mention of AI in automation and machine learning. I need to dive deeper into each of these topics to gather more detailed information for the report.

Action: 
Search the internet

Action Input: 
{
"search_query": "Multimodal AI advancements in 2024"
}

Search results: Title: The most important AI trends in 2024 - IBM Blog
Link: https://www.ibm.com/blog/artificial-intelligence-trends/
Snippet: Reality check: more realistic expectations · Multimodal AI · Small(er) language models and open source advancements · GPU shortages and cloud costs ...
---
Title: The rising importance of multimodal AI in 2024 - B12 website builder
Link: https://www.b12.io/resource-center/ai-thought-leadership/the-rising-importance-of-multimodal-ai-in-2024.html
Snippet: Advances in generative AI techniques will accelerate the development of the multimodal ecosystem. The demand for analyzing unstructured data ...
---
Title: Get Ready for Multimodal AI in 2024 : Learning Solutions
Link: https://www.learningguild.com/articles/get-ready-for-multimodal-ai-in-2024-/
Snippet: You can expect that AI will only get more advanced in 2024, so it would be a good idea to stay in touch with the developments and look for ...
---
Title: Exploring The Future: 5 Cutting-Edge Generative AI Trends In 2024
Link: https://www.forbes.com/sites/janakirammsv/2024/01/02/exploring-the-future-5-cutting-edge-generative-ai-trends-in-2024/
Snippet: In 2024, multimodal AI is expected to evolve significantly, ushering in a shift in generative AI capabilities. These models are progressing ...
---
Title: The Power of Multimodal AI - LinkedIn
Link: https://www.linkedin.com/pulse/power-multimodal-ai-prof-ahmed-banafa-vt7jc
Snippet: Addressing these challenges is crucial for the continued advancement of Multimodal AI. ... Promising Areas for AI Research in 2024.
---
Title: The Era of Generative AI: How Large Multimodal Models are ...
Link: https://medium.com/@santismm/the-era-of-generative-ai-how-large-multimodal-models-are-reshaping-industries-in-2024-fe62ae1678ab
Snippet: The Era of Generative AI: How Large Multimodal Models are Reshaping Industries in 2024 ... Welcome to 2024: The Era of Generative AI! As we step ...
---
Title: From Multimodal Models to DIY AI: Expert Insights on AI Trends for ...
Link: https://deci.ai/blog/expert-insights-ai-trends-2024/
Snippet: From generative AI's breakout year in 2023 to the rapid advancements in computer vision and natural language processing, learn the AI trends ...
---
Title: 10 top AI and machine learning trends for 2024 | TechTarget
Link: https://www.techtarget.com/searchenterpriseai/tip/9-top-AI-and-machine-learning-trends
Snippet: 10 top AI and machine learning trends for 2024 · 1. Multimodal AI · 2. Agentic AI · 3. Open source AI · 4. Retrieval-augmented generation · 5.
---
Title: What Makes Multimodal AI the Leading AI Trend of 2024?
Link: https://www.missionautomate.com/post/what-makes-multimodal-ai-the-leading-ai-trend-of-2024
Snippet: Multimodal AI emerges as a pivotal player in shaping trends and strategies in 2024 (TechTarget, 2024). This cutting-edge technology uses ...
---

Thought: 
The search results reveal important information about Multimodal AI. It appears that advancements in generative AI techniques are accelerating the development of the multimodal ecosystem. There's also a significant evolution expected in multimodal AI, marking a shift in generative AI capabilities. It seems like this technology plays a crucial role in shaping trends and strategies in 2024. I should now search for more information on smaller language models, the next topic mentioned in my first search.

Action: 
Search the internet

Action Input: 
{
"search_query": "small language models advancements in 2024"
} 

Search results: Title: Future of AI : The Rise of Small Language Models. - LinkedIn
Link: https://www.linkedin.com/pulse/future-ai-rise-small-language-models-cyril-fremont-vwmfe
Snippet: The rise of small language models ... language model series, focusing on advancements in natural language processing capabilities. ... Apr 4, 2024 ...
---
Title: A Comprehensive Overhaul of Multimodal Assistant with Small ...
Link: https://arxiv.org/html/2403.06199v1
Snippet: Recent advancements in Multimodal Large Language Models (MLLMs) have demonstrated exceptional visual understanding and reasoning ...
---
Title: Embracing the Era of Small Language Models: Codvo.ai's 2024 ...
Link: https://medium.com/@james.codvo/embracing-the-era-of-small-language-models-codvo-ais-2024-outlook-c4a053a8c1dc
Snippet: To wrap up, 2024 is an important year for Small Language Models. At Codvo.ai, we're excited about using the power of SLM to create new, ethical, ...
---
Title: Large Language Models vs. Small Language Models
Link: https://www.harrisonclarke.com/blog/large-language-models-vs-small-language-models
Snippet: Small Language Models. March 1, 2024. Cloud, MLOps. March 1, 2024 ... With advancements in Natural Language ... The most important AI trends in 2024 ...
---
Title: Small Language Models, RAGs/Fine-Tuning & My 2024 Predictions!
Link: https://www.linkedin.com/pulse/small-language-models-ragsfine-tuning-my-2024-jack-lambourne-md28e
Snippet: CPU-optimised Small Language Model progression: Small Language Models came a long way in 2023, though the feat of getting them efficient enough ...
---
Title: The Significance of Small Language Models for the Future of AI ...
Link: https://www.synergy-technical.com/blogs/the-significance-of-small-language-models-for-the-future-of-ai-and-computing
Snippet: Let's explore why small language models are vital to advancing AI technology and its widespread global adoption.
---
Title: 2024: What comes next for AI and large language models?
Link: https://aimagazine.com/articles/2024-what-comes-next-for-ai-and-large-language-models
Snippet: The rapid advancements in AI and large language models (LLMs) have gained immense attention and excitement in recent years. While 2023 has ...
---
Title: Will 2024 be the Year of Small Language Models (SLMs) ?
Link: https://aisupremacy.substack.com/p/will-2024-be-the-year-of-small-language
Snippet: Small language models got a lot better in just a few months of 2023 which means in 2024 they could produce some interesting results. Subscribe.
---
Title: The Growth of Small Language Models - Open Data Science
Link: https://opendatascience.com/the-growth-of-small-language-models/
Snippet: At its core, a small language model is a scaled-down version of larger AI models designed to understand, interpret, and generate human language.
---
Title: 3 big AI trends to watch in 2024 - Microsoft News
Link: https://news.microsoft.com/three-big-ai-trends-to-watch-in-2024/
Snippet: “Small language models can make AI more accessible due to their size and affordability,” says Sebastien Bubeck, who leads the Machine Learning ...
---

Thought: 
The search results provide useful information about small language models. They have come a long way in 2023 and are expected to produce some interesting results in 2024. These models are scaled-down versions of larger AI models designed to understand, interpret, and generate human language and are vital for advancing AI technology and its widespread global adoption. They make AI more accessible due to their size and affordability. Next, I should search for more information on open source AI, the next topic mentioned in my first search.

Action: 
Search the internet

Action Input: 
{
"search_query": "open source AI advancements in 2024"
}

Search results: Title: The Best Open Source AI Developer Tools of 2024 - LinkedIn
Link: https://www.linkedin.com/pulse/best-open-source-ai-developer-tools-2024-michael-spencer-6pqqc
Snippet: This is a collection of some of the most popular open source AI and ML developer tools, ranked by the number of stars they have on GitHub, for ...
---
Title: Open Source in 2024: More Volatility, More Risk, More AI
Link: https://thenewstack.io/open-source-in-2024-more-volatility-more-risk-more-ai/
Snippet: The open source world started 2023 on an unsettled note, with widespread tech layoffs, a volatile economy, and a new generative AI platform ...
---
Title: What are your predictions for 2024 in AI? - OpenAI Developer Forum
Link: https://community.openai.com/t/what-are-your-predictions-for-2024-in-ai/577161
Snippet: I can see 2024 being the year of open source & music in AI and more powerful home brew interfacing being developed as more people have access to ...
---
Title: 5 Areas Open Source To Make An Impact In 2024 - AI Is On Top
Link: https://www.ashnik.com/5-areas-open-source-to-make-an-impact-in-2024-ai-is-on-top/
Snippet: 1. Extensive Integration of AI & ML In Open Source Initiatives: The open source community was on board with artificial intelligence (AI) and machine learning ( ...
---
Title: The most important AI trends in 2024 - IBM Blog
Link: https://www.ibm.com/blog/artificial-intelligence-trends/
Snippet: Multimodal AI; Small(er) language models and open source advancements; GPU shortages and cloud costs; Model optimization is getting more ...
---
Title: The Rise Of Open Artificial Intelligence: Open-Source Best Practices
Link: https://www.forbes.com/sites/forbesbusinesscouncil/2024/03/08/the-rise-of-open-artificial-intelligence-open-source-best-practices/
Snippet: Every day, open-source AI technology powers more and more models. The 2023 “Open Source Security and RiskAnalysis” report by Synopsys found that ...
---
Title: What's next for AI in 2024 - MIT Technology Review
Link: https://www.technologyreview.com/2024/01/04/1086046/whats-next-for-ai-in-2024/
Snippet: In 2024, generative AI might actually become useful for the regular, non-tech person, and we are going to see more people tinkering with a ...
---
Title: Open Source Software in AI and Cloud Trends to Watch in 2024
Link: https://www.netris.io/open-source-software-in-ai-and-cloud-trends-to-watch-in-2024/
Snippet: 1. Open source licensing changes · 2. Open source, AI and network infrastructure · 3. Shareable open source AI models · Conclusion: The future of ...
---
Title: Top 10 AI Developments for 2024 & Beyond - TheCodeWork
Link: https://thecodework.com/blog/top-10-ai-developments-for-2024-beyond/
Snippet: Accelerated Pace of Innovation: From improved algorithms to new applications, the landscape is in a constant state of flux. Staying updated ...
---

Thought: 
The search results provide insights into open source AI advancements in 2024. It seems that open-source AI technology powers more and more models. There's also mention of extensive integration of AI and machine learning in open-source initiatives. More people are gaining access to powerful homebrew interfacing, and an accelerated pace of innovation is noted. Next, I should search for more information on Generative AI, the next topic mentioned in my first search.

Action: 
Search the internet

Action Input: 
{
"search_query": "Generative AI advancements in 2024"
}

Search results: Title: 3 big AI trends to watch in 2024 - Microsoft News
Link: https://news.microsoft.com/three-big-ai-trends-to-watch-in-2024/
Snippet: 2023 was a major year for generative AI, as it went from research labs to real life with millions of people using it through popular tools like ...
---
Title: Exploring The Future: 5 Cutting-Edge Generative AI Trends In 2024
Link: https://www.forbes.com/sites/janakirammsv/2024/01/02/exploring-the-future-5-cutting-edge-generative-ai-trends-in-2024/
Snippet: In 2024, multimodal AI is expected to evolve significantly, ushering in a shift in generative AI capabilities. These models are progressing ...
---
Title: 3 federal generative AI trends for 2024
Link: https://federalnewsnetwork.com/commentary/2024/02/3-federal-generative-ai-trends-for-2024/
Snippet: Generative AI and large language models (LLMs) are poised to make their mark on the federal government in 2024.
---
Title: What's next for AI in 2024 - MIT Technology Review
Link: https://www.technologyreview.com/2024/01/04/1086046/whats-next-for-ai-in-2024/
Snippet: In 2024, generative AI might actually become useful for the regular, non-tech person, and we are going to see more people tinkering with a ...
---
Title: The most important AI trends in 2024 - YouTube
Link: https://www.youtube.com/watch?v=sGZ6AlAnULc
Snippet: So, what AI developments should we expect in 2024 ... The most important AI trends in 2024 ...
---
Title: Generative AI Trends And Use Cases To Follow In 2024 - Forbes
Link: https://www.forbes.com/sites/forbestechcouncil/2024/02/21/generative-ai-trends-and-use-cases-to-follow-in-2024/
Snippet: Sunny Pokala, CEO, Amtex Systems. Generative AI is poised for continued advancement in 2024. According to McKinsey, the technology could ...
---
Title: Top 6 predictions for AI advancements and trends in 2024 - IBM Blog
Link: https://www.ibm.com/blog/top-6-predictions-for-ai-advancements-and-trends-in-2024/
Snippet: Top 6 predictions for AI advancements and trends in 2024 · 1. Customization of enterprise AI · 2. Open source AI models · 3. API-driven AI and ...
---
Title: The generative AI application landscape in 2024 | by Teresa Garanhel
Link: https://medium.com/@teresag/the-generative-ai-application-landscape-in-2024-ac5da0c01c2e
Snippet: Generative AI is expected to generate 10% of all data by 2025, according to Gartner, so it's clear this tech is exploding at the moment.
---
Title: Generative AI Advancements and Their Impact on Society in 2024
Link: https://www.linkedin.com/pulse/unveiling-future-generative-ai-advancements-impact-society-aun-raza-3qmtf?trk=public_post_main-feed-card_feed-article-content
Snippet: As we step into 2024, the landscape of technology continues to evolve at an unprecedented pace, with Generative AI leading the charge.
---

Thought: 
The search results provide significant information about Generative AI advancements in 2024. Generative AI seems to have had a major year in 2023, moving from research labs to real life. It's expected to evolve significantly and become useful for the regular, non-tech person. Generative AI is also anticipated to lead the charge in the evolving landscape of technology. I should now search for more information on Agentic AI, the next topic mentioned in my first search.

Action: 
Search the internet

Action Input: 
{
"search_query": "Agentic AI advancements in 2024"
}

Search results: Title: The Future of Agentic AI: Navigating the 2024 Landscape - Medium
Link: https://medium.com/produvia/the-future-of-agentic-ai-navigating-the-2024-landscape-57d655b7d28e
Snippet: One of the stellar advancements propelling agentic AI into the ... As we navigate through the developments of 2024, it's clear that agentic AI ...
---
Title: How End-to-End Agentic Software Will Transform AI for Business
Link: https://www.pymnts.com/artificial-intelligence-2/2024/how-end-to-end-agentic-software-will-transform-ai-for-business/
Snippet: Agentic software, the next layer of AI, is going to be big tech's next big product — and it could revolutionize payments.
---
Title: 2024 Predictions, Agentic AI - Laurence Grant - LinkedIn
Link: https://www.linkedin.com/pulse/2024-predictions-agentic-ai-laurence-grant-zbvce?trk=public_post_main-feed-card_feed-article-content
Snippet: In my 2023 year in review and my 2024 predictions, I talked about saying goodbye to the era of standalone mobile apps.
---
Title: Latest Trends in Agentic AI (AI Agents) | by Slava Kurilyak | Produvia
Link: https://medium.com/produvia/latest-trends-in-agentic-ai-ai-agents-2ab60d37fdb4
Snippet: In recent years, there have been significant advancements ... Exploring The Future: 5 Cutting-Edge Generative AI Trends In 2024. ... The Future of ...
---
Title: How agentic AI is driving the next evolution of enterprise AI
Link: https://www.moveworks.com/us/en/resources/blog/agentic-ai-the-next-evolution-of-enterprise-ai
Snippet: These key innovations allow agentic AI to set autonomous goals, plan, reason, and adapt when tackling complex objectives across dynamic ...
---
Title: 10 top AI and machine learning trends for 2024 | TechTarget
Link: https://www.techtarget.com/searchenterpriseai/tip/9-top-AI-and-machine-learning-trends
Snippet: 10 top AI and machine learning trends for 2024 · 1. Multimodal AI · 2. Agentic AI · 3. Open source AI · 4. Retrieval-augmented generation · 5.
---
Title: Agentic AI and Problem Solving: Transforming Industries - LinkedIn
Link: https://www.linkedin.com/pulse/agentic-ai-problem-solving-transforming-industries-nguyen-6wevc
Snippet: 2024: The Year of Agentic AI and Strategic Innovation ... This year marks a watershed moment for AI. Agentic AI is rising, poised to redefine the ...
---
Title: Agentic AI: The Future of AI Beyond Automation - Bombay Softwares
Link: https://www.bombaysoftwares.com/blog/agentic-ai-the-future-of-ai-beyond-automation
Snippet: In conclusion, agentic AI represents a significant advancement in the field of artificial intelligence ... Copyright © 2024 Bombay Softwares. All ...
---
Title: What Will 2024 Hold In AI Advancements? - Forbes
Link: https://www.forbes.com/sites/cindygordon/2023/12/26/what-will-2023-hold-in-ai-advancements/
Snippet: Generative AI will continue to go mainstream, and share prices will continue to grow in 2024 in tech giants. If 2023 is a predictor for 2024, ...
---

Thought: 
The search results provide significant information about Agentic AI advancements in 2024. Agentic AI is being propelled into the limelight by stellar advancements, and it's clear that this technology is becoming a key player in the developments of 2024. Agentic AI allows for the setting of autonomous goals, planning, reasoning, and adaptation when tackling complex objectives across dynamic environments. It also represents a significant advancement in the field of artificial intelligence. Now, I have gathered substantial information about each identified AI trend. I will now put together a detailed report.

Final Answer: 
Title: A Comprehensive Report on the Latest AI Advancements in 2024

Introduction:

The year 2024 marked significant advancements in the field of AI, impacting various industries and reshaping the technological landscape. The developments have been driven by a set of key trends: Multimodal AI, smaller language models, open source AI, Generative AI, and Agentic AI.

1. Multimodal AI:

Advancements in generative AI techniques have accelerated the development of the multimodal ecosystem. There has been a significant evolution in multimodal AI, marking a shift in generative AI capabilities. This technology has played a pivotal role in shaping trends and strategies in 2024.

2. Smaller Language Models:

Small language models have come a long way in 2023 and are expected to produce some interesting results in 2024. These models are scaled-down versions of larger AI models designed to understand, interpret, and generate human language. They are vital for advancing AI technology and its widespread global adoption, making AI more accessible due to their size and affordability.

3. Open Source AI:

Open-source AI technology powers more and more models in 2024. As a significant trend, there has been extensive integration of AI and machine learning in open-source initiatives. More people are gaining access to powerful homebrew interfacing, and an accelerated pace of innovation is noted.

4. Generative AI:

Generative AI has had a major breakthrough, moving from research labs to real life. It's expected to evolve significantly and become useful for regular, non-tech people. Generative AI is also anticipated to lead the charge in the evolving landscape of technology.

5. Agentic AI:

Agentic AI is being propelled into the limelight by stellar advancements. This technology is becoming a key player in the developments of 2024. Agentic AI allows for the setting of autonomous goals, planning, reasoning, and adaptation when tackling complex objectives across dynamic environments. It represents a significant advancement in the field of artificial intelligence.

Conclusion:

The advancements in AI in 2024 have been driven by a set of key trends. Multimodal AI, smaller language models, open source AI, Generative AI, and Agentic AI have all played significant roles in shaping the AI landscape. These advancements have not only accelerated the pace of innovation but also made AI more accessible and integrated into a variety of applications. As we move forward, these trends will continue to define the future of AI and its potential impacts on various industries.

> Finished chain.
 [DEBUG]: == [Senior Research Analyst] Task output: Title: A Comprehensive Report on the Latest AI Advancements in 2024

Introduction:

The year 2024 marked significant advancements in the field of AI, impacting various industries and reshaping the technological landscape. The developments have been driven by a set of key trends: Multimodal AI, smaller language models, open source AI, Generative AI, and Agentic AI.

1. Multimodal AI:

Advancements in generative AI techniques have accelerated the development of the multimodal ecosystem. There has been a significant evolution in multimodal AI, marking a shift in generative AI capabilities. This technology has played a pivotal role in shaping trends and strategies in 2024.

2. Smaller Language Models:

Small language models have come a long way in 2023 and are expected to produce some interesting results in 2024. These models are scaled-down versions of larger AI models designed to understand, interpret, and generate human language. They are vital for advancing AI technology and its widespread global adoption, making AI more accessible due to their size and affordability.

3. Open Source AI:

Open-source AI technology powers more and more models in 2024. As a significant trend, there has been extensive integration of AI and machine learning in open-source initiatives. More people are gaining access to powerful homebrew interfacing, and an accelerated pace of innovation is noted.

4. Generative AI:

Generative AI has had a major breakthrough, moving from research labs to real life. It's expected to evolve significantly and become useful for regular, non-tech people. Generative AI is also anticipated to lead the charge in the evolving landscape of technology.

5. Agentic AI:

Agentic AI is being propelled into the limelight by stellar advancements. This technology is becoming a key player in the developments of 2024. Agentic AI allows for the setting of autonomous goals, planning, reasoning, and adaptation when tackling complex objectives across dynamic environments. It represents a significant advancement in the field of artificial intelligence.

Conclusion:

The advancements in AI in 2024 have been driven by a set of key trends. Multimodal AI, smaller language models, open source AI, Generative AI, and Agentic AI have all played significant roles in shaping the AI landscape. These advancements have not only accelerated the pace of innovation but also made AI more accessible and integrated into a variety of applications. As we move forward, these trends will continue to define the future of AI and its potential impacts on various industries.

 [DEBUG]: == Working Agent: Tech Content Strategist
 [INFO]: == Starting Task: Using the insights from the researcher's report, develop an engaging blog post that highlights the most significant AI advancements.Your post should be informative yet accessible, catering to a tech-savvy audience.Aim for a narrative that captures the essence of these breakthroughs and their implications for the future.

> Entering new CrewAgentExecutor chain...
I need to create an engaging blog post that highlights the most significant AI advancements based on the researcher's report provided. The key trends identified in the report are Multimodal AI, smaller language models, open source AI, Generative AI, and Agentic AI. For each of these trends, I need to explain what they are, why they are important, and how they could impact the future. To do this effectively, I need more detailed information about these trends. 

Action: 
Delegate work to co-worker

Action Input: 
{"coworker": "Senior Research Analyst", "task": "Research the key AI trends", "context": "I am writing a blog post about the most significant AI advancements in 2024. The key trends identified in the report I received are Multimodal AI, smaller language models, open source AI, Generative AI, and Agentic AI. For each of these trends, I need to know what they are, why they are important, and how they could impact the future. Please provide me detailed information on these trends."}

> Entering new CrewAgentExecutor chain...
I need to gather detailed information on each of the mentioned AI trends: Multimodal AI, smaller language models, open source AI, Generative AI, and Agentic AI. I will search for each of these topics individually to get comprehensive data on what they are, their importance, and their potential impact on the future.

Action: 
Search the internet

Action Input: 
{"search_query": "What is Multimodal AI and its importance and future impact"} 

Search results: Title: What is Multimodal AI? Combining Tools for Business Impact
Link: https://www.pecan.ai/blog/what-is-multimodal-ai-business/
Snippet: Multimodal AI combines different types of data inputs to deliver business results. Learn more about this innovative technology.
---
Title: Multimodal AI Explained - Splunk
Link: https://www.splunk.com/en_us/blog/learn/multimodal-ai.html
Snippet: Multimodal AI refers to artificial intelligence systems that can process multiple data inputs to produce more accurate, sophisticated outputs ...
---
Title: What is Multimodal AI? - TechTarget
Link: https://www.techtarget.com/searchenterpriseai/definition/multimodal-AI
Snippet: Multimodal AI is artificial intelligence that combines multiple types, or modes, of data to create more accurate determinations, draw insightful conclusions ...
---
Title: Multimodal AI | What Is It & Its Major Use Cases Across Different ...
Link: https://thinkpalm.com/blogs/multimodal-ai-what-is-it-its-major-use-cases-across-different-industries/
Snippet: Multimodal AI is a fresh approach to artificial intelligence that blends different types of data—such as images, text, speech, and numerical ...
---
Title: The Future of AI is Multi-Modality | by Kye Gomez | Medium
Link: https://medium.com/@kyeg/the-future-of-ai-is-multi-modality-bd64fab4636e
Snippet: Multi-modality AI aims to create unified models capable of interpreting and integrating diverse data types, processing complex, multimodal data, ...
---
Title: What is Multimodal AI? - DataCamp
Link: https://www.datacamp.com/blog/what-is-multimodal-ai
Snippet: The Future of Multimodal AI. Multimodal AI is certainly the next frontier of the generative AI revolution. The rapid development of the field of multimodal ...
---
Title: Multimodal AI Models: Uses, Challenges & Future Prospects
Link: https://www.techopedia.com/the-rise-of-multimodal-ai-models-everything-you-need-to-know
Snippet: Multimodal AI stands out for its versatility and adaptability, making it crucial in a world awash with diverse forms of data. By integrating ...
---
Title: How Multimodal AI Transforms User Experiences - Spiceworks
Link: https://www.spiceworks.com/tech/artificial-intelligence/guest-article/leveraging-multimodal-capabilities-to-revolutionize-ai-models/
Snippet: One of the key advantages is its facilitation of cross-modal learning, which enables models to glean knowledge from one type of data, such as ...
---
Title: Are you ready for the future of Multimodal AI - LinkedIn
Link: https://www.linkedin.com/pulse/you-ready-future-multimodal-ai-james-francis--rhrde
Snippet: The Future of AI: Multimodal AI is reshaping industries, enhancing human experiences, and addressing ethical considerations for a better ...
---

Thought: 
The search results provide a good overview of what Multimodal AI is and its potential impact on the future. Multimodal AI combines multiple types of data to produce more accurate results, it is versatile and adaptable, making it crucial in a world with diverse forms of data. It is reshaping industries, enhancing human experiences and addressing ethical considerations. Now, I will proceed to gather information on the next AI trend - smaller language models.

Action: 
Search the internet

Action Input: 
{"search_query": "What are smaller language models and their importance and future impact"} 

Search results: Title: The Rise of Small Language Models— Efficient & Customizable
Link: https://medium.com/@bijit211987/the-rise-of-small-language-models-efficient-customizable-cb48ddee2aad
Snippet: The smaller model sizes allow small language models to be more efficient, economical, and customizable than their largest counterparts. However, ...
---
Title: Why Smaller Language Models (SLMs) Are Gaining Popularity
Link: https://www.linkedin.com/pulse/why-smaller-language-models-slms-gaining-popularity-raj-sanghvi-40ofe
Snippet: Environmental Impact: Smaller models have a reduced carbon footprint compared to larger models, aligning with growing concerns about the ...
---
Title: Small Language Models (SLMs) - Medium
Link: https://medium.com/@nageshmashette32/small-language-models-slms-305597c9edf2
Snippet: In conclusion, small language models represent a significant shift in the landscape of AI. Their efficiency, accessibility, and customization ...
---
Title: Why downsizing large language models is the future of generative AI
Link: https://www.fastcompany.com/90938411/smaller-language-models-generative-ai-chatbots/
Snippet: Smaller language models can be faster and more accurate because they're optimized for a narrower set of tasks compared to the do-it-all models ...
---
Title: How Smaller Language Models Outperform LLMs - Deepgram
Link: https://deepgram.com/learn/the-underdog-revolution-how-smaller-language-models-outperform-llms
Snippet: This trend highlights the growing importance of exploring the potential of smaller language models to strike a balance between performance and ...
---
Title: Small language models (SLMs) simplified - Data Science Dojo
Link: https://datasciencedojo.com/blog/small-language-models-slms/
Snippet: Small Language Models (SLMs) represent an intriguing segment of AI. Unlike their larger counterparts, GPT-4 and LlaMa 2, which boast billions, ...
---
Title: Ep 208: Small Language Models - What they are and do we need ...
Link: https://www.youreverydayai.com/small-language-models-what-they-are-and-do-we-need-them/
Snippet: Small Language Models come with a slew of benefits. Their size and simpler structure make them easier to maintain, enabling them to be ...
---
Title: The Significance of Small Language Models for the Future of AI ...
Link: https://www.synergy-technical.com/blogs/the-significance-of-small-language-models-for-the-future-of-ai-and-computing
Snippet: Small language models play a crucial role in shaping the future of AI and computing. Their cost-effectiveness, energy efficiency, device ...
---
Title: Small Language Models: Unlocking Next-Generation AI Capabilities
Link: https://www.linkedin.com/pulse/small-language-models-unlocking-next-generation-ai-mridul-jain-rl7cc
Snippet: Small language models contribute to improved security measures in AI applications. Their specialized nature means they can be designed with ...
---

Thought: 
The search results provide detailed information on smaller language models. They are more efficient, economical, and customizable than their larger counterparts. They have a reduced carbon footprint and are optimized for a narrower set of tasks, making them faster and more accurate. Their efficiency, accessibility, and customization represent a significant shift in the AI landscape. They are also cost-effective and energy-efficient, contributing to improved security measures in AI applications. Now, I will research the next AI trend - open source AI.

Action: 
Search the internet

Action Input: 
{"search_query": "What is open source AI and its importance and future impact"}  

Search results: Title: Why open-source is crucial for responsible AI development
Link: https://www.weforum.org/agenda/2023/12/ai-regulation-open-source/
Snippet: Open-source models are a core aspect of responsible AI development and should be a critical part of regulatory conversations.
---
Title: Transparency and Innovation: The Future of Open-Source AI - Onlim
Link: https://onlim.com/en/transparency-and-innovation-the-future-of-open-source-ai/
Snippet: A driving force behind this evolution is the open-source movement, which enables developers and researchers to share resources and ideas to ...
---
Title: Open Source AI: Opportunities and Challenges - Linux Foundation
Link: https://www.linuxfoundation.org/blog/open-source-ai-opportunities-and-challenges
Snippet: “The idea of making software source code freely available for anyone to view, modify, and distribute comprehensively transformed the global ...
---
Title: Beyond Corporate AI: Why We Need an Open-Source Revolution
Link: https://www.rollingstone.com/culture-council/articles/beyond-corporate-ai-why-we-need-open-source-revolution-1234867419/
Snippet: Open-source AI development offers three primary benefits: transparency, community-driven ethics and a counter to monopolistic control. As AI ...
---
Title: 3 Reasons AI Should Be Open Source - Built In
Link: https://builtin.com/artificial-intelligence/ai-should-be-open-source
Snippet: Open source AI is the best way to democratize and decentralize the power of AI for the greater good.
---
Title: What does an open source AI future look like? | Opensource.com
Link: https://opensource.com/article/19/9/open-source-ai-future
Snippet: When it comes to artificial intelligence and machine learning (ML), open source technology is all about high-speed innovation. If algorithm work ...
---
Title: Open source is actually the cradle of artificial intelligence. Here's why
Link: https://www.zdnet.com/article/why-open-source-is-the-cradle-of-artificial-intelligence/
Snippet: Open-source projects such as Hdoop, Spark, and Cassandra provided the tools that AI and machine learning needed for storing and processing large ...
---
Title: The Rise of Open-Source AI - LinkedIn
Link: https://www.linkedin.com/pulse/rise-open-source-ai-david-cain-gymoc
Snippet: Open-source AI is not just a technological endeavor; it's a movement towards a more open, collaborative, and ethical future in tech. By ...
---
Title: AI's future could be 'open-source' or closed. Tech giants are divided
Link: https://apnews.com/article/ai-opensource-meta-ibm-chatgpt-dd61e99ac8135b36872b3987601067ec
Snippet: “In a future where AI systems are poised to constitute the repository of all human knowledge and culture, we need the platforms to be open ...
---

Thought: 
The search results provide a good understanding of what open source AI is and its potential impact on the future. Open source AI is crucial for responsible AI development, it facilitates transparency, community-driven ethics, and counters monopolistic control. It is about democratizing and decentralizing the power of AI for the greater good. It also enables high-speed innovation and it is seen as a movement towards a more open, collaborative, and ethical future in tech. Now, I will proceed to gather information on the next AI trend - Generative AI.

Action: 
Search the internet

Action Input: 
{"search_query": "What is Generative AI and its importance and future impact"}  

Search results: Title: What is Generative AI & Why is It Important? - Accenture
Link: https://www.accenture.com/us-en/insights/generative-ai
Snippet: These technologies will significantly boost productivity and allow us to explore new creative frontiers, solve complex problems and drive innovation.
---
Title: What is Generative AI and How Does it Impact Businesses? | BCG
Link: https://www.bcg.com/capabilities/artificial-intelligence/generative-ai
Snippet: Generative artificial intelligence is a form of AI that uses deep learning and GANs for content creation. Learn how it can disrupt or benefit businesses.
---
Title: Insights on Generative AI and the Future of Work | NC Commerce
Link: https://www.commerce.nc.gov/news/the-lead-feed/generative-ai-and-future-work
Snippet: Generative AI, and commercial AI products, have seen significant improvements in capability and usability in the past year. But while powerful ...
---
Title: What is the future of Generative AI? - McKinsey & Company
Link: https://www.mckinsey.com/featured-insights/mckinsey-explainers/whats-the-future-of-generative-ai-an-early-view-in-15-charts
Snippet: Previous waves of automation technology mostly affected physical work activities, but gen AI is likely to have the biggest impact on knowledge ...
---
Title: What is Generative AI? Everything You Need to Know - TechTarget
Link: https://www.techtarget.com/searchenterpriseai/definition/generative-AI
Snippet: Generative AI is a type of artificial intelligence technology that can produce various types of content, including text, imagery, audio and synthetic data.
---
Title: Generative AI Defined: How It Works, Benefits and Dangers
Link: https://www.techrepublic.com/article/what-is-generative-ai/
Snippet: It certainly looks as though generative AI will play a huge role in the future. As more businesses embrace digitization and automation, ...
---
Title: Generative AI: What Is It, Tools, Models, Applications and Use Cases
Link: https://www.gartner.com/en/topics/generative-ai
Snippet: The benefits of generative AI include faster product development, enhanced customer experience and improved employee productivity, but the specifics depend on ...
---
Title: The Power of Generative AI: Exploring its Impact, Applications ...
Link: https://www.linkedin.com/pulse/power-generative-ai-exploring-its-impact-applications-jacques-ludik
Snippet: Despite these limitations, generative AI has enormous potential for growth and development in the future. As the technology advances, it will be ...
---
Title: Generative AI: What it is and why it matters - Collato
Link: https://collato.com/blog/generative-ai
Snippet: Generative AI is a rapidly evolving field within the broader realm of artificial intelligence (AI), and it's having a massive effect on the way we work, ...
---

Thought: 
The search results provide a good understanding of what Generative AI is and its potential impact on the future. Generative AI is a form of AI that uses deep learning and GANs for content creation. It is expected to significantly boost productivity, allow us to explore new creative frontiers, solve complex problems, and drive innovation. It also plays a huge role in digitization and automation, and it's seen as having a massive effect on the way we work. Now, I will proceed to gather information on the last AI trend - Agentic AI.

Action: 
Search the internet

Action Input: 
{"search_query": "What is Agentic AI and its importance and future impact"}  

Search results: Title: Agentic AI and its Impact on HR: Shift in the Future of Work
Link: https://www.freshthinking.ie/blog/freshthinking-suite/agentic-ai-and-its-impact-on-hr-shift-in-the-future-of-work/
Snippet: As we set foot into an era of advanced technology, AI has become a driving force behind a multitude of industries, with HR being no exception.
---
Title: The Future of Work Using Agentic AI | by Slava Kurilyak - Medium
Link: https://medium.com/produvia/the-future-of-work-using-agentic-ai-186cd479b28f
Snippet: The future of work using Agentic AI is a dynamic and evolving narrative. The potential for increased productivity, the creation of new job ...
---
Title: The Future of Agentic AI: Navigating the 2024 Landscape - Medium
Link: https://medium.com/produvia/the-future-of-agentic-ai-navigating-the-2024-landscape-57d655b7d28e
Snippet: The implications are vast and varied, suggesting a future where AI's role transcends assistance to include creativity and innovation ...
---
Title: How End-to-End Agentic Software Will Transform AI for Business
Link: https://www.pymnts.com/artificial-intelligence-2/2024/how-end-to-end-agentic-software-will-transform-ai-for-business/
Snippet: Agentic software, the next layer of AI, is going to be big tech's next big product — and it could revolutionize payments.
---
Title: Agentic AI and Autonomous Systems - LinkedIn
Link: https://www.linkedin.com/pulse/agentic-ai-autonomous-systems-david-cain-7nbjc
Snippet: The future landscape of Agentic AI and its impact on the labor market will depend significantly on the nature of the AI innovations, demographic ...
---
Title: Agentic AI: The Future of AI Beyond Automation - Bombay Softwares
Link: https://www.bombaysoftwares.com/blog/agentic-ai-the-future-of-ai-beyond-automation
Snippet: The big idea behind agentic AI is giving machines agency, which means they can set goals, plan, and take actions to reach those goals. This ...
---
Title: Introducing AI Agents and Agentic Workflows: The Future of AI ...
Link: https://www.linkedin.com/pulse/introducing-ai-agents-agentic-workflows-future-ken-rheingans-1rwce
Snippet: One of the most exciting aspects of Agentic AI is that it's becoming more accessible to individuals without extensive programming experience.
---
Title: An Even More Powerful AI Looms. And Controlled Chaos Is The Key
Link: https://www.forbes.com/sites/keithferrazzi/2024/03/06/an-even-more-powerful-ai-looms-and-controlled-chaos-is-the-key/
Snippet: Agentic AI will automate brain power just as the industrial revolution automated human labor and the computer revolution supercharged human ...
---

Thought: 
The search results give a clear understanding of what Agentic AI is and its potential impact. Agentic AI is about giving machines agency, which means they can set goals, plan, and take actions to reach those goals. It is seen as a major driving force behind many industries, with potential for increased productivity and the creation of new job opportunities. It's also becoming more accessible to individuals without extensive programming experience. It's expected to automate brain power, similar to how the industrial revolution automated human labor. Now, I have gathered comprehensive information on all the AI trends. It's time to compile the final answer.

Final Answer: 
1) Multimodal AI: This type of AI combines multiple types of data to produce more accurate results. It's versatile and adaptable, making it crucial in a world awash with diverse forms of data. Multimodal AI is reshaping industries, enhancing human experiences, and addressing ethical considerations. It's certainly the next frontier of the generative AI revolution, with potential to transform user experiences and create unified models capable of interpreting and integrating diverse data types.

2) Smaller Language Models: These are more efficient, economical, and customizable than their larger counterparts. They have a reduced carbon footprint and are optimized for a narrower set of tasks, making them faster and more accurate. Their efficiency, accessibility, and customization represent a significant shift in the AI landscape. They're also cost-effective, energy-efficient, and contribute to improved security measures in AI applications.

3) Open Source AI: Open source AI is crucial for responsible AI development. It facilitates transparency, community-driven ethics, and counters monopolistic control. It's about democratizing and decentralizing the power of AI for the greater good. Open source AI enables high-speed innovation and is seen as a movement towards a more open, collaborative, and ethical future in tech.

4) Generative AI: This is a form of AI that uses deep learning and GANs for content creation. It's expected to significantly boost productivity, allow us to explore new creative frontiers, solve complex problems, and drive innovation. Generative AI plays a huge role in digitization and automation, and it's seen as having a massive effect on the way we work.

5) Agentic AI: Agentic AI is about giving machines agency, which means they can set goals, plan, and take actions to reach those goals. It's seen as a major driving force behind many industries, with potential for increased productivity and the creation of new job opportunities. Agentic AI is also becoming more accessible to individuals without extensive programming experience. It's expected to automate brain power, similar to how the industrial revolution automated human labor.

Each of these trends presents unique opportunities and challenges, and they all hold the potential to shape the future of AI in significant ways.

> Finished chain.

1) Multimodal AI: This type of AI combines multiple types of data to produce more accurate results. It's versatile and adaptable, making it crucial in a world awash with diverse forms of data. Multimodal AI is reshaping industries, enhancing human experiences, and addressing ethical considerations. It's certainly the next frontier of the generative AI revolution, with potential to transform user experiences and create unified models capable of interpreting and integrating diverse data types.

2) Smaller Language Models: These are more efficient, economical, and customizable than their larger counterparts. They have a reduced carbon footprint and are optimized for a narrower set of tasks, making them faster and more accurate. Their efficiency, accessibility, and customization represent a significant shift in the AI landscape. They're also cost-effective, energy-efficient, and contribute to improved security measures in AI applications.

3) Open Source AI: Open source AI is crucial for responsible AI development. It facilitates transparency, community-driven ethics, and counters monopolistic control. It's about democratizing and decentralizing the power of AI for the greater good. Open source AI enables high-speed innovation and is seen as a movement towards a more open, collaborative, and ethical future in tech.

4) Generative AI: This is a form of AI that uses deep learning and GANs for content creation. It's expected to significantly boost productivity, allow us to explore new creative frontiers, solve complex problems, and drive innovation. Generative AI plays a huge role in digitization and automation, and it's seen as having a massive effect on the way we work.

5) Agentic AI: Agentic AI is about giving machines agency, which means they can set goals, plan, and take actions to reach those goals. It's seen as a major driving force behind many industries, with potential for increased productivity and the creation of new job opportunities. Agentic AI is also becoming more accessible to individuals without extensive programming experience. It's expected to automate brain power, similar to how the industrial revolution automated human labor.

Each of these trends presents unique opportunities and challenges, and they all hold the potential to shape the future of AI in significant ways.

Thought: 
The research analyst has provided detailed information about the key AI trends identified in the report. With this information, I can now craft a blog post that explains these trends in an engaging and accessible manner. I will start by introducing the topic, then discuss each trend in its own paragraph, highlighting its importance and potential impact on the future.

Final Answer: 

# The Tipping Point: Unraveling AI's Most Significant Breakthroughs in 2024

As we stand on the cusp of technological evolution, 2024 marks a significant milestone in AI's journey. From the realm of complex algorithms and indecipherable codes, AI has stepped into our daily lives, reshaping industries, enhancing experiences, and promising a future where technology and human potential unite. This post will explore the key trends that have redefined the AI landscape in 2024.

## The Multimodal Revolution
The first stop on our journey is the exciting terrain of Multimodal AI. A versatile and adaptive technology, Multimodal AI combines diverse data types to produce more precise results, making it a pivotal player in our data-rich world. The next frontier of the generative AI revolution, it holds the potential to transform user experiences and create unified models capable of interpreting and integrating diverse data types.

## The Rise of the Compact 
Next, we plunge into the realm of Smaller Language Models. These compact marvels are more efficient, economical, and customizable, representing a significant shift in the AI landscape. With their reduced carbon footprint and optimized performance, they are faster, more accurate, and a testament to AI's evolution towards sustainability and improved security measures.

## Democratizing AI 
Our journey then takes us to the open plains of Open Source AI. An essential tool for responsible AI development, it fosters transparency and community-driven ethics while countering monopolistic control. Open source AI paves the way for high-speed innovation and is a beacon of hope for a more open, collaborative, and ethical future in tech.

## Creativity Unleashed 
As we move on, we encounter the dynamic world of Generative AI. A form of AI that uses deep learning and GANs for content creation, Generative AI is poised to boost productivity, explore new creative frontiers, and drive innovation. It plays a significant role in digitization and automation, signaling a paradigm shift in the way we work.

## The Autonomous Future 
Finally, we arrive at the cutting-edge realm of Agentic AI. By empowering machines with agency, Agentic AI is becoming a driving force in numerous industries, with potential for increased productivity and job creation. It's automating brain power, similar to how the industrial revolution automated human labor.

As we navigate the rapidly evolving AI landscape, these trends are not just innovations; they are the harbingers of a new era. An era where AI is no longer a mere tool, but an active participant in shaping our future.

> Finished chain.
 [DEBUG]: == [Tech Content Strategist] Task output: # The Tipping Point: Unraveling AI's Most Significant Breakthroughs in 2024

As we stand on the cusp of technological evolution, 2024 marks a significant milestone in AI's journey. From the realm of complex algorithms and indecipherable codes, AI has stepped into our daily lives, reshaping industries, enhancing experiences, and promising a future where technology and human potential unite. This post will explore the key trends that have redefined the AI landscape in 2024.

## The Multimodal Revolution
The first stop on our journey is the exciting terrain of Multimodal AI. A versatile and adaptive technology, Multimodal AI combines diverse data types to produce more precise results, making it a pivotal player in our data-rich world. The next frontier of the generative AI revolution, it holds the potential to transform user experiences and create unified models capable of interpreting and integrating diverse data types.

## The Rise of the Compact 
Next, we plunge into the realm of Smaller Language Models. These compact marvels are more efficient, economical, and customizable, representing a significant shift in the AI landscape. With their reduced carbon footprint and optimized performance, they are faster, more accurate, and a testament to AI's evolution towards sustainability and improved security measures.

## Democratizing AI 
Our journey then takes us to the open plains of Open Source AI. An essential tool for responsible AI development, it fosters transparency and community-driven ethics while countering monopolistic control. Open source AI paves the way for high-speed innovation and is a beacon of hope for a more open, collaborative, and ethical future in tech.

## Creativity Unleashed 
As we move on, we encounter the dynamic world of Generative AI. A form of AI that uses deep learning and GANs for content creation, Generative AI is poised to boost productivity, explore new creative frontiers, and drive innovation. It plays a significant role in digitization and automation, signaling a paradigm shift in the way we work.

## The Autonomous Future 
Finally, we arrive at the cutting-edge realm of Agentic AI. By empowering machines with agency, Agentic AI is becoming a driving force in numerous industries, with potential for increased productivity and job creation. It's automating brain power, similar to how the industrial revolution automated human labor.

As we navigate the rapidly evolving AI landscape, these trends are not just innovations; they are the harbingers of a new era. An era where AI is no longer a mere tool, but an active participant in shaping our future.

######################
# The Tipping Point: Unraveling AI's Most Significant Breakthroughs in 2024

As we stand on the cusp of technological evolution, 2024 marks a significant milestone in AI's journey. From the realm of complex algorithms and indecipherable codes, AI has stepped into our daily lives, reshaping industries, enhancing experiences, and promising a future where technology and human potential unite. This post will explore the key trends that have redefined the AI landscape in 2024.

## The Multimodal Revolution
The first stop on our journey is the exciting terrain of Multimodal AI. A versatile and adaptive technology, Multimodal AI combines diverse data types to produce more precise results, making it a pivotal player in our data-rich world. The next frontier of the generative AI revolution, it holds the potential to transform user experiences and create unified models capable of interpreting and integrating diverse data types.

## The Rise of the Compact 
Next, we plunge into the realm of Smaller Language Models. These compact marvels are more efficient, economical, and customizable, representing a significant shift in the AI landscape. With their reduced carbon footprint and optimized performance, they are faster, more accurate, and a testament to AI's evolution towards sustainability and improved security measures.

## Democratizing AI 
Our journey then takes us to the open plains of Open Source AI. An essential tool for responsible AI development, it fosters transparency and community-driven ethics while countering monopolistic control. Open source AI paves the way for high-speed innovation and is a beacon of hope for a more open, collaborative, and ethical future in tech.

## Creativity Unleashed 
As we move on, we encounter the dynamic world of Generative AI. A form of AI that uses deep learning and GANs for content creation, Generative AI is poised to boost productivity, explore new creative frontiers, and drive innovation. It plays a significant role in digitization and automation, signaling a paradigm shift in the way we work.

## The Autonomous Future 
Finally, we arrive at the cutting-edge realm of Agentic AI. By empowering machines with agency, Agentic AI is becoming a driving force in numerous industries, with potential for increased productivity and job creation. It's automating brain power, similar to how the industrial revolution automated human labor.

As we navigate the rapidly evolving AI landscape, these trends are not just innovations; they are the harbingers of a new era. An era where AI is no longer a mere tool, but an active participant in shaping our future.

Process finished with exit code 0

[joaomdmoura]

Hey @francisjervis can you share some of the code for the crew, specially how you are setting it up? cc @GabeKoga

[francisjervis]

Hey @francisjervis can you share some of the code for the crew, specially how you are setting it up? cc @GabeKoga

Steps to reproduce are copy and run the example.

Edit: Looking into the codebase, I am in fact wondering whether this was properly implemented in the first place in executor.py. The code (below) which setting the should_ask_for_human_input flag triggers does not look like it does anything to actually pass a message to the end user:

def _ask_human_input(self, final_answer: dict) -> str:
        """Get human input."""
        return input(
            self._i18n.slice("getting_input").format(final_answer=final_answer)
        )

[Hrishaant]

@francisjervis hi, i am having some trouble with the same tool and i was wondering if you were able to solve this issue.

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