Author Image

How David outwits Goliath in the age of AI?

Jovan Kurbalija
Published on January 25 2025
The unveiling of DeepSeek-R, an affordable AI reasoning platform from a Hangzhou startup, signals a pivotal shift in the AI landscape: smaller, innovative solutions can outperform larger, expensive models. This democratization of AI means success will rely on harnessing local knowledge and creativity rather than brute force investment. As the AI economy faces potential instability, nimble operators, including overlooked nations and startups, can leverage tailored, efficient strategies. The future of AI lies in community-driven, sustainable growth, with a focus on creativity over capital, exemplifying the victory of David over Goliath in this new age.

From bigger is better to smaller is smarter.

Last week, as OpenAI touted its USD 500 billion ambitions in a high-profile White House announcement, a quiet revolution unfolded thousands of miles away when a Hangzhou startup unveiled DeepSeek-R1.

This cutting-edge AI reasoning platform rivals the capabilities of OpenAI—at just 3% of the cost. Imagine outgunning a Ferrari with a solar-powered bicycle!

This moment crystallises a seismic shift in AI: brute-force spending and computational heft are no longer the key determinants for AI success. The age of David challenging Goliath has arrived in AI. We can expect more cheap, lean, and powerful platforms from open-source developers worldwide.

The implications are profound, as described in the following tweet by Marc Andreessen, the inventor of web browsers and a leading venture investor in Silicon Valley.

The image shows a screengrab of a tweet by Marc Andreessen, which reads: DeepSeek R1 is one of the most impressive breakthroughs I've ever seen – and as open source, a profound gift to the world.

For years, the industry operated under the assumption that AI progress required ever-larger models, more expensive hardware, and eye-watering investments. But DeepSeek’s breakthrough exposes a paradox at the heart of the AI race: more can mean less, as outlined in four main impacts.

AI as a commodity: When tech democratisation triggers disruption

First, DeepSeek’s achievement highlights that AI is transitioning into an affordable and accessible commodity—no longer a luxury exclusive to tech giants. While the democratization of AI has lowered barriers to entry, the true success of AI transformation demands far more. Paradoxically, even as AI becomes more affordable, organizations will face the costly challenge of reengineering processes, reimagining workflows, and cultivating a new professional culture centred on the dynamic interplay between human and machine intelligence.

Beyond hardware wars: The rise of a knowledge-powered era

Second, the battleground for AI supremacy is shifting. The race no longer hinges on amassing the most Nvidia GPUs but on unlocking something far more valuable: human knowledge. Communities, cities, and nations that activate localised data—cultural insights, industry-specific expertise, and public-sector innovation—will gain the edge.

Imagine a European startup leveraging EU medical data to build tailored health diagnostics or an African fintech firm harnessing regional transaction patterns to fight fraud. The next AI leaders will be those who empower bottom-up ingenuity.

From AI boom to bubble: The investor’s wake-up call

Third, the rise of cost-effective platforms like DeepSeek questions the sustainability of the current AI economy. Many AI giants sport valuations untethered from tangible business models, relying on hype rather than profitability.

As affordable alternatives flood the market, the gap between Wall Street’s fantasy and Main Street’s reality will widen. Investors, already nervous, may soon force a reckoning.

The AI bubble isn’t coming—it’s here, and its burst could reshape the tech landscape and shake the modern economy.

Small players, big wins: The surprising edge of latecomers

Finally, nations and businesses once dismissed as AI laggards now hold an unexpected advantage. By sidestepping overinvestment in centralised, hardware-heavy infrastructure, they can leapfrog to agile, knowledge-driven strategies.

Consider the European Union: long criticised for trailing US and Chinese tech giants, it could leverage its regulatory prowess and rich knowledge ecology to foster AI tailored to European values—privacy-centric tools, green energy optimisation, or ethical governance frameworks. The key lies in nurturing local talent and SMEs with targeted grants, not just mimicking tech giants’ playbooks.

The future of AI: Think local, stay lean, dream limitless

The lesson of DeepSeek is clear: AI’s next chapter will be written by those who prioritise creativity over capital and community over scale. As the AI narrative turns upside down, many players must adapt quickly.

Investors: Redirect investments ahead of an almost inevitable burst of the ‘AI bubble.’ Investments in AI hardware—such as Nvidia GPUs—are particularly high-risk. The higher the investment is positioned in the AI value supply ‘pyramid’, the safer it will be.

The image shows an infographic depicting the AI value supply pyramid. The bottom level is labelled Hardware: AI computation. The second level is labelled Algorithm: AI capabilities. The third level is labelled Data & Knowledge: AI sources. The top level is labelled Agents: AI uses.
AI value supply pyramid | Kurbalija’s AI methodology

Policymakers: Shift focus from subsidising AI server farms to unlocking grassroots innovation. Bottom-up AI will emerge as a solution by leveraging local knowledge within small and medium enterprises, communities, and universities.

Regulators: Halt, and if already in motion, reverse regulations focused on the long-term, so-called extinction risks of AI. Instead, available laws should be applied to the impact of existing AI risks here and now. The Trump administration started this pivot towards common-sense AI regulation by overturning the Biden administration’s Executive Order on AI safety shaped by an AI ‘longtermism’ narrative. The remaining challenge will be to deal with the exclusion risks created by the power of AI titans and monopolies.

 AI risks in 2023
2023
 Diagram, Venn Diagram, Smoke Pipe
2024
 Diagram, Venn Diagram
2025

Businesses: Have a fresh look at your companies through ‘AI lenses’ instead of rushing to amass more Nvidia hardware. AI offers a unique opportunity for businesses to reflect on their organizational culture, data availability, and the reservoir of ‘tacit’ knowledge held by employees and clients. The smart integration of human and artificial intelligence will determine the winners and losers in this AI reflection and introspection era.

Society: Seize this moment to ensure AI supports humanity’s creative genius rather than empowering a handful of corporate gatekeepers. Based on human creativity, AI empowerment of society will be limitless.

Goliath may have deeper pockets, but David holds the sling.

The smartest—not the biggest—will prevail in the AI era!


cross-circle