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AGI - Artificial general intelligence. text on digital background.

What is AGI?Artificial General Intelligence (AGI) is the next leap in AI — not just faster or smarter software, but systems that can reason, learn, and perform most cognitive tasks at the level of — or beyond — an average human. Think of a model that can write code, generate campaign ideas, manage operations, and conduct scientific research... all without needing a human to switch contexts.Unlike today's “narrow AI” (designed to perform one task very well), AGI systems are generally capable, adaptable, and self-improving. And according to the world’s leading AI researchers, we’re not decades away from AGI — we’re just years away.That’s the focus of Paul Roetzer’s groundbreaking new podcast series: 🎙️ The Artificial Intelligence Show — where he unpacks where we are, what’s coming, and why it matters.After several hours of deep research and listening to episode 1 of this series, I pulled together the top insights that every business leader, technologist, marketer, and policymaker should understand.&nbsp; ⚡️ 1. AGI will outperform the average human — not just the top 1% This isn’t about a robot Einstein. It’s about a system that can do what your average accountant, analyst, marketer, or sales rep does — but faster, cheaper, and 24/7.“When is the model at B-player level?” Roetzer asks. “Because once it is — everything starts to change.”If most companies are built on average work done by average workers, AGI presents a serious shift in value creation — and a serious risk of job displacement if we don’t prepare.&nbsp; &nbsp; 🧠 2. AGI Will Emerge in Stages of Capability — Not All at Once Roetzer explains that AGI isn’t a switch you flip — it’s a spectrum of evolving intelligence.Google DeepMind’s 2024 paper “Levels of AGI” introduced a 6-level maturity framework:<ul><li>Level 0: No AI (Traditional software)</li><li>Level 1: Emerging AGI (Like an unskilled human)</li><li>Level 2: Competent AGI (50th percentile — average skilled adult)</li><li>Level 3: Expert AGI (90th percentile of human performance)</li><li>Level 4: Virtuoso AGI (99th percentile — elite performance)</li><li>Level 5: Superhuman AGI (Smarter than the smartest human)</li></ul>Many experts believe we’re already seeing “sparks” of Level 2.What happens when a system hits Level 3 or Level 4? Entire departments, workflows, and industries may be reimagined — or replaced.&nbsp; &nbsp; ⏳ 3. The AGI Timeline is Accelerating — Faster Than Anyone Expected In the episode, Roetzer lays out his revised AGI timeline based on interviews, research papers, and insider conversations. Here's the projected evolution over the next few years:🔹 2024 – 2025: Smarter, more “reasoning-capable” large language models (LLMs) Early-stage AI agents begin automating knowledge work Enterprises start embedding AI into more functions, but adoption is uneven AI-generated media (voice, video, images) becomes indistinguishable from reality Voice + multimodal interaction becomes the dominant interface 🔹 2025 – 2026: Rapid advances in AI agents with memory, planning, and tool use Agents begin replacing white-collar workflows in marketing, sales, HR, and more “Digital employees” with autonomy enter the workforce AGI claims likely begin to emerge from top labs (OpenAI, DeepMind, Anthropic) 🔹 2027 – 2028: Probable arrival of Competent AGI (Level 2–3) AI agents can operate entire departments New startups launch with 1–5 people + AGI-based orgs Economic, educational, and labor system disruption accelerates First AGI-driven scientific breakthroughs become public 🔹 2029 – 2030: Superhuman AGI (Level 4–5) possible AGI used to invent, experiment, and innovate without human oversight Possibility of fully autonomous “AI organizations” AI becomes central to national power, security, and economic growth “This isn’t just theory,” Roetzer says. “This is what the top minds at Google, OpenAI, Meta, and Anthropic are saying right now.” &nbsp; &nbsp; 🤖 4. Agents Will Reshape Work Before AGI Fully Arrives We’re already seeing the early emergence of AI agents — intelligent systems that can take actions, not just generate content.Agents will:<ul><li>Navigate websites and tools on your behalf</li><li>Schedule meetings, book travel, send emails</li><li>Write code, launch ads, generate customer insights</li><li>Execute workflows — not just help you plan the</li></ul>Roetzer emphasizes: these aren’t futuristic assistants. They’re already being embedded in products from Google, OpenAI, Anthropic, and others.&nbsp; &nbsp; 🧭 5. We Need to Prepare — Not Wait This isn’t a time for panic. It’s a time for literacy and leadership.“We shouldn’t wait to be disrupted,” says Roetzer. “We should be actively game-planning what happens next.”Here’s how to get started:<ul><li>Raise your AI literacy — across your team and leadership</li><li>Form an AGI Horizons Team — a cross-functional group tracking potential risks and opportunities</li><li>Scenario plan — what happens if your business, clients, or job is transformed by AGI in 24 months?</li><li>Reimagine talent, structure, and strategy around humans plus AI — not humans vs. AI</li><li>Act now — the future is arriving too fast for 3-year roadmaps &nbsp; &nbsp; Final Thought: The Best Time to Prepare Was Yesterday. The Second-Best Time is Now.</li></ul>This isn’t the moment to ignore what’s coming. AGI isn’t just an “AI thing.” It’s a human thing. A business thing. An everything thing.If we get this right, we unlock abundance, creativity, and progress on a scale we’ve never seen. If we get it wrong — well, let’s not.Roetzer’s podcast is a wake-up call. Listen, reflect, and take action.🔗 Listen to the full episode here: 👉 <a href="https://open.spotify.com/episode/46NimbEKaqcFj5TSbELWtu?si=55882fd1fa344a81" data-mce-href="https://open.spotify.com/episode/46NimbEKaqcFj5TSbELWtu?si=55882fd1fa344a81">https://open.spotify.com/episode/46NimbEKaqcFj5TSbELWtu?si=55882fd1fa344a81</a>

5 Things To Know About AGI

Digital Neurons Forming AI Logo - Artificial Intelligence, Machine Learning, Neural Network

<h2>Introduction to AI in Business</h2>Artificial Intelligence (AI) is no longer the exclusive domain of large corporations. Today, small and medium businesses (SMBs) are increasingly leveraging AI technologies to enhance their operations, improve customer experiences, and gain a competitive edge. By adopting AI, SMBs can automate routine tasks, gain insights from data, and make more informed decisions. This blog post explores the various ways AI can benefit SMBs and help them thrive in today's fast-paced market.<h2>Automating Routine Tasks</h2>One of the most significant advantages of AI for SMBs is its ability to automate mundane and repetitive tasks. This automation frees up valuable time for employees, allowing them to focus on strategic and creative activities that drive business growth. For example, AI-powered chatbots can handle customer inquiries 24/7, ensuring prompt responses and improving customer satisfaction.Additionally, AI can streamline processes such as accounting, inventory management, and scheduling. By reducing the need for manual intervention, businesses can minimize errors and enhance productivity. This not only saves time but also reduces operational costs in the long run.<figure id="figure-czz3xbhsatm8szus8y"><img id="czz3xbhsatm8szus8y" src="https://cdn.durable.co/getty/2b22CA9XqjndiHMi7UkFdzoogzvptARwphj8NWtT5oyBqHPGp85wf01q7MTzgcsq.jpeg" alt="ai automation" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/2b22CA9XqjndiHMi7UkFdzoogzvptARwphj8NWtT5oyBqHPGp85wf01q7MTzgcsq.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure><h2>Enhancing Customer Experience</h2>AI technologies can significantly enhance the customer experience by providing personalized interactions and recommendations. Machine learning algorithms analyze customer data to understand preferences and behaviors, enabling businesses to offer tailored products and services. This personalized approach not only increases customer satisfaction but also boosts brand loyalty.Moreover, AI-driven analytics can help businesses anticipate customer needs and proactively address issues before they arise. By understanding customer pain points, businesses can improve their offerings and create a more seamless experience for their clientele.<figure id="figure-0orj3liofcm8szuvwx"><img id="0orj3liofcm8szuvwx" src="https://cdn.durable.co/getty/30LVmfOp2SFA3qQd8FT4SyfL9ExHN8fH1bi3TXWhJTagWfxHh8XLScF6C0alJd0a.jpeg" alt="customer experience" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/30LVmfOp2SFA3qQd8FT4SyfL9ExHN8fH1bi3TXWhJTagWfxHh8XLScF6C0alJd0a.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure><h2>Data-Driven Decision Making</h2>Another key benefit of AI is its ability to process vast amounts of data quickly and accurately. SMBs can leverage AI to gain insights into market trends, consumer behavior, and operational performance. These insights empower business owners to make informed decisions that can lead to increased profitability and growth.AI tools can identify patterns and correlations in data that may not be immediately apparent to human analysts. By harnessing these insights, businesses can develop strategies that are both proactive and responsive to market changes.<figure id="figure-iz5w5x0skqm8szuyz4"><img id="iz5w5x0skqm8szuyz4" src="https://cdn.durable.co/getty/342AVLkDJ6EJQNVs2VT8Nhu07hDzCYCowpnHM8mQdkzMWauA2piFfToUGLJTUaDG.jpeg" alt="data analysis" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/342AVLkDJ6EJQNVs2VT8Nhu07hDzCYCowpnHM8mQdkzMWauA2piFfToUGLJTUaDG.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure><h2>Improving Marketing Strategies</h2>AI is revolutionizing the way SMBs approach marketing. With AI-driven tools, businesses can analyze customer data to create highly targeted marketing campaigns. These campaigns can reach the right audience at the right time, increasing the chances of conversion and maximizing return on investment.Furthermore, AI can optimize advertising spend by analyzing campaign performance in real-time. This allows businesses to allocate budgets more effectively and achieve better results with less expenditure.<h2>Facilitating Innovation</h2>AI fosters innovation by enabling SMBs to explore new business models and revenue streams. By automating routine tasks and providing valuable insights, AI frees up resources that can be dedicated to research and development. This encourages a culture of innovation where businesses can experiment with new ideas and technologies without significant risk.As AI continues to evolve, it opens up new opportunities for SMBs to differentiate themselves in the market. By staying at the forefront of technological advancements, businesses can maintain a competitive edge and drive sustained growth.<figure id="figure-rhd3qbbmgrm8szv37l"><img id="rhd3qbbmgrm8szv37l" src="https://cdn.durable.co/getty/393PLdR3Aoq87YhPXfJn4uP9Q3A3bl9NsaX7HB78tQM4e0wIlGwohD5cUiJ74akz.jpeg" alt="innovation technology" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/393PLdR3Aoq87YhPXfJn4uP9Q3A3bl9NsaX7HB78tQM4e0wIlGwohD5cUiJ74akz.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure><h2>Conclusion</h2>In conclusion, AI offers numerous benefits for small and medium businesses looking to improve efficiency, enhance customer experiences, and make data-driven decisions. By embracing AI technologies, SMBs can automate routine tasks, gain valuable insights, and stay ahead of the competition. As AI continues to develop, its potential applications will undoubtedly expand, providing even more opportunities for businesses to thrive in an ever-changing landscape.

How AI Can Benefit Small and Medium Businesses

Mid adult African American businesswoman interacts with futuristic transparent screen displaying chatbot, digital graphs and data, symbolizing artificial intlellingence, advanced technology and innovation

<h2>The Rising Potential of Latin America's Digital Workforce</h2>Latin America is emerging as a powerhouse in the digital talent landscape. With a growing pool of tech-savvy professionals, the region is becoming a go-to destination for companies looking to harness innovative and cost-effective digital solutions. This shift is driven by a combination of factors, including a strong education focus, governmental support, and an increasing appetite for technology-driven growth.<figure id="figure-tpw0k1qyo6m8szrr8d"><img id="tpw0k1qyo6m8szrr8d" src="https://cdn.durable.co/getty/16isS9c4QraonMZYvTSOwsM75xOzCm1ZMdZ7ExMxQshFi9khPlesCK4ADUgeOTtn.jpeg" alt="latin america tech" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/16isS9c4QraonMZYvTSOwsM75xOzCm1ZMdZ7ExMxQshFi9khPlesCK4ADUgeOTtn.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure><h3>Education and Skill Development</h3>One of the primary drivers of digital talent in Latin America is the region's commitment to education and skill development. Many countries have invested heavily in STEM (Science, Technology, Engineering, and Mathematics) education. Initiatives aimed at improving digital literacy are equipping the younger generation with the necessary skills to thrive in technology-driven industries.Furthermore, partnerships between educational institutions and tech companies are fostering an ecosystem that encourages innovation and skill acquisition. This collaboration ensures that the curriculum remains relevant and aligned with industry needs, enabling graduates to seamlessly transition into the workforce.<h3>Governmental Support and Initiatives</h3>Governments across Latin America are playing a pivotal role in nurturing digital talent. By implementing policies that support tech startups and innovation hubs, they are creating an environment conducive to technological advancement. Tax incentives, grants, and funding opportunities are just some of the measures taken to stimulate growth in the digital sector.Moreover, regional cooperation initiatives are facilitating the exchange of knowledge and expertise among countries, further strengthening the digital talent pool. These efforts are not only creating job opportunities but also attracting foreign investment in the tech industry.<figure id="figure-62gylxo3d5m8szrwol"><img id="62gylxo3d5m8szrwol" src="https://cdn.durable.co/getty/1diUWhBnro7r3koSTXW6MfiM4Z2fQXvCRiaXK2wC7wAwDUTdzIdD4Q1ZxOCdo8Ql.jpeg" alt="government support" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/1diUWhBnro7r3koSTXW6MfiM4Z2fQXvCRiaXK2wC7wAwDUTdzIdD4Q1ZxOCdo8Ql.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure><h3>The Benefits for Businesses</h3>Businesses looking to tap into Latin America's digital talent can reap numerous benefits. The region offers a diverse pool of skilled professionals who bring unique perspectives and solutions to the table. This diversity can lead to more innovative products and services, helping companies stay ahead of the competition.Additionally, the cost-effectiveness of hiring digital talent in Latin America cannot be overstated. Companies can access top-tier skills without incurring the high expenses associated with hiring in more traditional tech hubs. This cost advantage enables businesses to allocate resources more efficiently and invest in growth opportunities.<h3>The Future of Digital Talent in Latin America</h3>The future looks promising for digital talent in Latin America. As the region continues to embrace technological advancements, the demand for skilled professionals is expected to grow. Companies that recognize and invest in this talent early on will likely gain a competitive edge in the global market.In conclusion, harnessing digital talent in Latin America offers businesses a strategic advantage. With the right approach and investment in local talent, companies can unlock significant value and drive innovation. The synergy between education, government support, and business needs is paving the way for a vibrant and dynamic digital landscape in the region.<figure id="figure-c2sft35r9nm8szs2k6"><img id="c2sft35r9nm8szs2k6" src="https://cdn.durable.co/getty/25N4VYaKR62LHeAgc5lXLMNm9BAwj3IjjlFYkhV38nSMeRcoqUYueyI56vooYwxM.jpeg" alt="future technology" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/25N4VYaKR62LHeAgc5lXLMNm9BAwj3IjjlFYkhV38nSMeRcoqUYueyI56vooYwxM.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure>

Harnessing Digital Talent in Latin America

<h2>Understanding the Importance of Digital Transformation</h2>In today's rapidly evolving digital landscape, businesses in Mexico are increasingly recognizing the need for digital transformation. This process involves integrating digital technologies into various aspects of a business to improve efficiency, enhance customer experiences, and drive innovation. Choosing the right digital transformation partner is crucial to successfully navigating this journey.<figure id="figure-136zmtcr1m8szhp9l"><img id="136zmtcr1m8szhp9l" src="https://cdn.durable.co/getty/24RiExmhJ5qvpFUUzZGG1Uwytb9Bangv6TtvCfXw6QfRCB7OnjGsqgnBgn8i2vtD.jpeg" alt="digital transformation" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/24RiExmhJ5qvpFUUzZGG1Uwytb9Bangv6TtvCfXw6QfRCB7OnjGsqgnBgn8i2vtD.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure><h3>Identifying Your Business Needs</h3>Before selecting a digital transformation partner, it's essential to have a clear understanding of your business objectives. Consider what you aim to achieve through digital transformation. Are you looking to streamline operations, enhance customer engagement, or explore new business models? Defining your goals will help you choose a partner that aligns with your vision and has the expertise to meet your needs.Additionally, evaluate the current state of your digital infrastructure. Identify areas that require improvement and potential opportunities for growth. By having a comprehensive understanding of your existing capabilities, you can better assess which partner can offer the most value.<h3>Evaluating Potential Partners</h3>Once you have a clear understanding of your business needs, it's time to evaluate potential digital transformation partners. Here are some factors to consider:<ul><li>Experience and Expertise: Look for partners with a proven track record in delivering successful digital transformation projects. They should have expertise in the specific technologies and industries relevant to your business.</li><li>Local Presence: Given the unique cultural and business environment in Mexico, working with a partner who has a strong local presence can provide valuable insights and tailored solutions.</li><li>Customer References: Request references from previous clients to gauge the partner's ability to deliver results and maintain client satisfaction.</li></ul><figure id="figure-tmy2n872um8szi04b"><img id="tmy2n872um8szi04b" src="https://cdn.durable.co/getty/2f99kN1eC81BcnwjfrvUeqbvtxfx7i6IkyQCuNr6Y9WTQvcdrrkwo9RqAdUgblmy.jpeg" alt="business meeting" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/2f99kN1eC81BcnwjfrvUeqbvtxfx7i6IkyQCuNr6Y9WTQvcdrrkwo9RqAdUgblmy.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure><h3>Assessing Technological Capabilities</h3>In the realm of digital transformation, technology plays a pivotal role. Ensure that your chosen partner has access to cutting-edge technologies and can effectively implement solutions such as cloud computing, artificial intelligence, and data analytics. Their ability to integrate these technologies seamlessly into your operations will be a critical factor in achieving your transformation goals.Moreover, consider the partner's approach to cybersecurity. As digital transformation involves handling sensitive data, robust security measures are essential to protect your business and customer information from potential threats.<h3>Evaluating Cultural Fit and Communication</h3>Cultural fit is often an overlooked aspect when choosing a digital transformation partner. It’s vital that both parties share similar values and work ethics to foster a collaborative relationship. Open and transparent communication should be a priority to ensure smooth project execution and avoid misunderstandings.<figure id="figure-5fsph7tofcm8szi6fd"><img id="5fsph7tofcm8szi6fd" src="https://cdn.durable.co/getty/37mnPIBtphwDR7zZKfqRXI5qcoCWaNYRodyYf0SFdnOxgJVye6QjdCsBgINtT9HS.jpeg" alt="team collaboration" class="object-cover bg-gray-100 rounded-2xl md:rounded-3xl lg:rounded-4xl" style="aspect-ratio: 16/9;" data-mce-src="https://cdn.durable.co/getty/37mnPIBtphwDR7zZKfqRXI5qcoCWaNYRodyYf0SFdnOxgJVye6QjdCsBgINtT9HS.jpeg" data-mce-style="aspect-ratio: 16/9;"></figure><h3>Considering Long-Term Partnership Potential</h3>Digital transformation is not a one-time project but an ongoing journey. When selecting a partner, consider their potential for long-term collaboration. A partner who is committed to continuous innovation and improvement will help your business adapt to future technological advancements and market trends.By taking into account these key considerations, you can make an informed decision when choosing the right digital transformation partner in Mexico. The right partner will not only help you achieve your immediate goals but also empower your business to thrive in the digital age.

Blog

5 Things To Know About AGI

How AI Can Benefit Small and Medium Businesses

Harnessing Digital Talent in Latin America

Choosing the Right Digital Transformation Partner in Mexico