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Meta Abandons Open Source, Bets Big on a Closed “Avocado” AI Model as Zuckerberg Takes Direct Control

by Team Lumida
December 11, 2025
in AI
Reading Time: 4 mins read
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Photo by Dima Solomin on Unsplash

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Key Takeaways
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  • Meta is pivoting from open-source AI to a commercial closed model called Avocado, set to debut next spring.
  • Zuckerberg is personally managing the AI effort, reshuffling teams and hiring elite talent with massive compensation packages.
  • AI now dominates Meta’s spending, with a planned $600B U.S. infrastructure push and cuts to metaverse efforts.
  • Internal tension is rising as open-source advocates depart, new hires churn, and investors grow wary of long-term payback.

What Happened?

Meta is undergoing a major strategic pivot as CEO Mark Zuckerberg shifts focus toward developing a closed, revenue-generating AI model codenamed Avocado. After Llama 4 underperformed expectations, Meta sidelined parts of its open-source team, recruited high-priced AI talent, and placed new Chief AI Officer Alexandr Wang at the center of the effort. The new TBD Lab is training Avocado on multiple third-party models, including technology from Google, OpenAI, and Alibaba—marking a stark reversal from Zuckerberg’s earlier warnings about relying on Chinese AI. The push has come with organizational friction, including departures from Meta Superintelligence Labs, layoffs affecting research groups, and the exit of AI pioneer Yann LeCun. Despite these challenges, Meta continues to funnel spending into AI infrastructure, software, and hardware while deprioritizing metaverse initiatives.


Why It Matters?

This shift represents the most dramatic realignment of Meta’s AI strategy in years, signaling a move toward competing directly with OpenAI and Google in monetizable, enterprise-grade AI. A closed model could unlock new revenue streams but risks alienating developers who embraced Meta’s open-source positioning. Massive infrastructure spending—paired with rising investor concern over profitability timelines—raises questions about Meta’s long-term capital allocation. Internally, the replacement of open-source leadership with a tightly managed, high-pressure structure underscores the urgency Zuckerberg feels to catch up in the AI race. Externally, the company must manage regulatory sensitivities around “superintelligence” and increasing scrutiny in both the U.S. and Europe.


What’s Next?

The debut of Avocado next spring will serve as a critical test of Meta’s new strategy. Investors will watch whether the closed model can differentiate itself and justify Meta’s unprecedented spending. Execution will hinge on the stability of the newly formed TBD Lab, alignment between Zuckerberg and Wang, and the company’s ability to produce a competitive model after a turbulent transition. Regulatory pressure is also likely to intensify as Meta positions itself in the “superintelligence” race, especially given public fears and EU investigations. Meta’s ability to deliver tangible AI products—after months of internal churn and substantial financial commitments—will determine whether this pivot becomes a breakthrough or a costly detour.

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Lumida's website (referred to herein as the "Website") is limited to the dissemination of general information pertaining to its advisory services, together with access to additional investment-related information, publications, and links. Accordingly, the publication of the Website on the Internet should not be construed by any client and/or prospective client Lumida’s solicitation to effect, or attempt to effect transactions in securities, or the rendering of personalized investment advice for compensation, over the Internet.

Any subsequent, direct communication by Lumida with a prospective client will be conducted by a representative that is either registered or qualifies for an exemption or exclusion from registration in the state where the prospective client resides.

‍Lead Capture Forms: By submitting your contact information in the forms on this site, you are not obligated to invest in Lumida's product or services.
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