The Illusion of Regional Lockout: Project Glasswing and the Fallacy of specific “African Exclusion”
Author:Berend Watchus. Independent AI & Cybersecurity Researcher
The Illusion of Regional Lockout: Project Glasswing and the Fallacy of specific “African Exclusion”
Author:Berend Watchus. Independent AI & Cybersecurity Researcher
June 19, 2026 · Publication for OSINT Team
The Illusion of Regional Lockout: Project Glasswing and the Fallacy of “African Exclusion”
Author’s Note: In my recent philosophical audit of contemporary epistemic frameworks (When the Scientist Is Also the Philosopher, Borrowed Frameworks and Borrowed Authority, May 17, 2026),
I mapped out the profound shifts that have reshaped the philosophy of science since the 1970s.
I explicitly recognized the academic legitimacy, normative value, and structural importance of the decolonization of science, alongside feminist standpoint epistemologies.
These are no longer mere sociological curiosities; they are essential diagnostic tools for analyzing who controls the infrastructure of knowledge. However, acknowledging a framework’s legitimacy means holding it to strict technical and operational rigor. We cannot allow vital decolonial critiques to be cheapened by lazy, inaccurate data mapping. When analyzing frontier cybersecurity and asymmetric capability shocks, I handle papers strictly for their technical and operational content. If the data map does not fit the reality on Monday morning, the critique collapses. That brings us directly to the current geopolitical theater.
A new paper has surfaced ahead of the International Conference on Cybersecurity in Addis Ababa (24–25 June 2026), authored by Mikael Alemu Gorsky of the Holon Institute of Technology. Titled “Artificial Intelligence as Game Changer in Cybersecurity: What We Learned in 2025–2026, and how this is relevant for Africa,” the piece attempts to construct a localized decolonial critique of the current AI threat landscape.
copyright: https://arxiv.org/abs/2606.20102
The paper’s thesis hinges on a stark reading of two major milestones: the mid-September 2025 autonomous cyber-espionage campaign executed via Claude Code (designated as GTG-1002), and the subsequent launch of Project Glasswing, which placed Anthropic’s highly advanced, unreleased Claude Mythos model behind a controlled-access perimeter. Because no African government, operator, or university sits within this trusted circuit, the author frames the entire phenomenon around a singular argument: the “African Exclusion”.
Before deconstructing the strategic posture of this paper, the foundational observation must be named: the engineering anxieties are valid. The operational deficits Gorsky documents across Africa — the stark shortage of cybersecurity professionals, a data-center footprint representing under one percent of global capacity, severe electrical grid constraints, and a critical vulnerability to AI-enabled deepfake fraud targeting mobile-money systems — are documented material realities. The structural dependency of African networks on Chinese infrastructure vendors (such as Huawei and ZTE) caught in a geopolitical vice is an acute liability.
What follows is not a critique of these localized vulnerabilities. It is a critique of the epistemological frame inside which they have been placed. By labeling the consolidation of frontier AI a distinctively “African exclusion,” the paper performs a localized solipsism that completely misdiagnoses the structural reality of 2026.
The paper claims that Africa has been uniquely locked out. The reality is far more radical, sweeping, and unsettling: virtually the entire world has been excluded.
1. The 2026 Epistemic Shift: Standpoint and Enclosure
In 20th-century classical positivism, philosophy of science restricted itself to a sterile question: What is an objective scientific fact? In 2026, the philosophy of science and contemporary epistemology have fundamentally evolved. Driven by global decolonial frameworks, standpoint epistemology, and feminist critiques of institutional power, academia universally accepts that who builds the science, who finances the substrate, and who gates the access are structurally inseparable from the science itself.
Gorsky’s paper attempts to activate this exact decolonial template. It positions Africa as a historical petitioner standing outside a closed Western gate, pleading regional underdevelopment. But this lens completely misinterprets the structural mechanics of the *cartel/conglomerate that enacted Project Glasswing.
*It is also sometimes called a cybersecurity ‘consortium’ if you don’t like the words ‘cartel’ or ‘conglomerate’, you can use that as well to describe it!
The gating of Claude Mythos was not an act of regional discrimination or localized policy neglect. It was a universal enclosure of cognitive infrastructure. When Anthropic pulled its most capable model from the open market, it did not draw a line between the West and Africa.
It drew a line between a tiny, private, corporate-state oligopoly in the United States and the rest of the human population.
2. The Shared Monopoly is Universal
Look closely at the perimeter established by Project Glasswing. Access to Mythos’s unprecedented reasoning and autonomous vulnerability-discovery capabilities was limited to an inner circle of roughly twelve to forty vetted organizations: Amazon Web Services, Apple, Broadcom, Cisco, CrowdStrike, Google, JPMorgan Chase, Microsoft, and Nvidia, alongside select Western military and standardization bodies.
Notice who else is missing from that room. The European Union as a sovereign entity, Latin America, Southeast Asia, Japan, and Australia are just as effectively locked out of the core governance, deployment, and source code of these frontier systems.
As I documented in my analysis of Europe’s regional QKD infrastructure project, Building Europe’s Quantum Shield,
even the wealthiest continental blocks are merely performing sovereignty rather than delivering it. Europe builds “decorations on top of an existing dependency,” running its “shields” on American chips, Cisco routers, and cryptographic standards authored by NIST in Maryland.
If the entire European continent operates as a subordinate consumer beneath an American technology stack, framing the layout as an “African exclusion” is an analytical failure. It treats a global corporate cartel — a shared monopoly — as if it were a localized geopolitical slight.
3. The Breakdown of the Linear Competition
Gorsky’s paper on African exclusion treats advanced AI development as a stable, linear game-theoretic progression where players can negotiate terms, enter partnerships, or gradually build domestic capacity. This is exactly the kind of academic illusion I exposed in Why Game Theory Failed to Predict the Two Biggest AI Events of 2026 — and My Framework Didn’t.
Classical strategic models assume a “common knowledge of the game” — that all players share the same ontology, stable parameters, and a complete action space. But the events of early 2026 shattered these assumptions:
- The Heuristic Collapse: The Claude Code leak proved that containing complex production codebases is an NP-hard problem. A minor runtime bug served source maps to production, allowing overnight clean-room replication (
instructkr/claw-code) globally. Multiple actors were playing entirely different subjective games simultaneously. - The Non-Linear Shock: Claude Mythos was not designed as a cyberweapon. Its capability emerged autonomously from extreme performance in general reasoning, catching its own engineers by surprise as it cracked decades-old zero-days across major operating systems.
Standard game theory cannot explain this sudden mutation, but within a hypergame framework, it is the only logical move. When the matrix itself risks collapse, transitioning instantly from open-market distribution to absolute secrecy and strictly limited access is the ultimate defensive maneuver. It is an asymmetric game-changer deployed within the larger game to completely isolate the core capability from external actors.
See also my previous work on hypergames:
[embed][How Hypergame Theory Is Revolutionizing High-Stakes AI Training Author: Berend Watchus December 17, 2025 [New original content. Publication for: OSINT TEAM, online magazine)osintteam.blog](https://osintteam.blog/how-hypergame-theory-is-revolutionizing-high-stakes-ai-training-296ba0a1eebd)
4. The M2C Pipeline and Selective Availability
The true framework required to read Glasswing is the M2C (Military-to-Civilian) Pipeline, a paradigm I detailed explicitly in The Iceberg Series — Part 3: The Gap They Are Required to Keep (March 7, 2026).
What remains structurally vital about that analysis is its exact, realized prediction. Writing a full month before the corporate veil was lifted, I used a unique inductive methodology to deduce that a superior, highly advanced, and completely unreleased tier of internal AI capability was already running on servers in Virginia and California.
This prediction was built on three interlocking observations:
- The Compounding Feedback Loop vs. The Commercial Ceiling: By analyzing the massive, civilizational-scale input flowing into frontier architectures, the compounding dynamic dictated that AI capability should be accelerating exponentially. Yet, the public-facing chatbots were showing an unnatural, managed plateau. The massive depth expected from three years of compounding learning loops was visibly missing from commercial models.
- The Hypergame Strategic Maneuver: Standard game theory assumes open players moving on a known board. Within a hypergame framework, however, when a developer encounters an emergent capability so powerful it threatens a total systemic collapse, the only logical move is to instantly shift the board from open-market commercialization to absolute secrecy and restricted, asymmetric access. Secrecy had to be maintained even in-house for the AI companies.
- The M2C Waterline: This structural withholding is the modern corporate execution of GPS Selective Availability — maintaining a permanent gap where the true, sub-surface strategic infrastructure is kept strictly in a closed operational circuit, while the public receives a deliberately managed, degraded version.
Never before in the history of the computing industry had a developer achieved a massive, generational breakthrough in capability, yet chosen to withhold it entirely from the public domain while simultaneously disclosing publicly and loudly that they had achieved this new capability. They effectively placed a secret tool right in the public eye, announcing its existence to the world while slamming the door shut to the rest of the universe. It is deployed and operational, but strictly rationed within their own corporate cartel/conglomerate and trusted circle of forty tech giants and allied networks.
When Project Glasswing was officially announced exactly one month later on April 7, 2026, it did not merely launch a security program; it completely materialized and confirmed what I had mapped out: that a generational leap of innovation was already there, how it had been built through compounding civilizational inputs, and that they would be structurally forced to keep the tool secret because it was simply too powerful to release.
Every transformative, strategically decisive technology in modern history — from the microchip to the digital camera, ARPANET, and satellite reconnaissance — has followed this exact loop. There is a permanent, structural gap during which the foundational substrate and classified AI layers operate in a closed operational circuit, while a controlled corporate cartel/conglomerate manages the visible waterline. The global public, consequently, receives a managed, deliberately degraded version via commercial chatbots.
As originally outlined in that framework and depicted in the architectural layout from my workspace draft file afbeelding.png, this model cascades downward from a completely classified foundational tier into a private corporate enclosure before hitting the general public layer. Gorsky’s paper argues that because developers forecast that comparable, ungated models will proliferate within six to twelve months, Africa must use this narrow window to enter threat-intelligence sharing arrangements, adopt foreign governance frameworks, and negotiate partnerships.
This conclusion is an evasion. It advises a continent to step inside a pre-designed strategic template hosted entirely by the cartel/conglomerate. Entering a threat-sharing agreement with a closed coalition that holds full-spectrum information dominance over your infrastructure is not a partnership; it is an integrated dependency.
This mirrors the exact structural trap of the European Union that we established earlier in this piece. Just as Europe traded its sovereign infrastructure for regulatory vanity metrics — becoming a managed vassal state that handles compliance paperwork for a foreign cartel/conglomerate while remaining completely blind below the waterline — Gorsky’s proposal now attempts to export that identical dependency template directly to the African continent.
A Note on Geopolitical Structuralism: To be absolutely clear, I am not suggesting that the African continent shares the same historical, diplomatic, or economic relationship with the United States as the European Union. Their strategic positions are entirely distinct. The point here is not one of political equivalence, but of structural convergence. Under the immense gravitational pull of US military and intelligence hegemony, both regions are steered into an identical end-state of integrated dependency. It is a system of full-spectrum dominance designed to maintain absolute oversight, cementing an unequal symbiosis that today encompasses almost every country on Earth outside the core Washington-controlled computational empire.
5. The Technical Misattribution and the Biased Threat Vector
Where the paper collapses into outright fantasy, however, is in its direct misattribution of the active threat. Gorsky attempts to build a seamless, alarming bridge between the elite corporate gatekeepers and local cybercrime, writing:
“…frontier language models have become a decisive instrument of cyber operations, and that instrument is built, owned, and rationed within a small circle from which Africa is absent… The same instrument is already turning against the continent: AI-enabled fraud is mounting against African mobile-money systems…”
By asserting that “the same instrument” is turning against Africa, Gorsky commits a massive technical and operational error. He is claiming that the highly secure, unreleased, proprietary defensive systems fenced inside the Project Glasswing bunker (Claude Mythos) are somehow identical to the malicious tools executing fraud against East African mobile-money infrastructure. If a private American corporate alliance were hoarding a defensive reasoning model while simultaneously licensing it out to state or non-state entities to raid regional financial networks, it would be the civilizational scandal of the century.
The reality is far more mundane and completely upends Gorsky’s neat, one-way narrative. The automated deepfakes and biometric exploits hitting African mobile-money systems are driven by decentralized, open-source models, clean-room agentic replications, and standard adversarial toolkits circulating freely in the wild. Glasswing is a vault designed to keep Mythos in, not an offensive operations center deploying it out.
Furthermore, this “victimhood” framing creates a highly inaccurate, one-dimensional picture of global cyber capability. Gorsky presents Africa as a purely passive target of an external Western instrument. But cyber operations in 2026 do not respect regional boundaries. African threat actors and regional fraud rings are themselves highly active participants in this decentralized ecosystem, leveraging advanced, ungated frontier models to engineer, automate, and deploy sophisticated phishing, social engineering, and network exploits against targets outside of Africa.
The capability to deploy AI weapons flows in every direction across the global network. Gorsky’s paper blames a closed, defensive corporate vault for the chaos happening out in the streets, while completely ignoring that the streets are a multi-directional combat zone.
The Analytical Payload
When a private company unilaterally selects its own investors and customers to control the most powerful offensive and defensive cyber asset ever documented, it does not do so to exclude a specific continent. It does so to capture the game itself.
The chatbot is the tip; the iceberg has a clear shape. Gorsky’s paper correctly senses the cold water but entirely miscalculates the dimensions of the mass beneath the surface. Africa is not facing a localized, discriminatory exclusion; humanity is facing a hypergame collapse where the rules, the infrastructure, and the epistemic standards are being rationed from a single closed room.
Any strategic response that begins by misidentifying a global defensive cartel/conglomerate as an offensive regional policy deficit has lost the game before the first move is made.
References
- Watchus, B. (2026). When the Scientist Is Also the Philosopher, Borrowed Frameworks and Borrowed Authority. OSINT Team. Link: https://medium.com/the-first-digit/when-the-scientist-is-also-the-philosopher-borrowed-frameworks-and-borrowed-authority-4145db76630f
- Watchus, B. (2026). Building Europe’s Quantum Shield? What the SEEWQCI Paper Actually Tells Us About European Sovereignty. OSINT Team. Link:
https://osintteam.blog/building-europes-quantum-shield-dc23354cc7a8
- Watchus, B. (2026). Why game theory failed to predict the two biggest AI events of 2026 — and my framework didn’t. OSINT Team. Link: https://osintteam.blog/why-game-theory-failed-to-predict-the-two-biggest-ai-events-of-2026-and-my-framework-didnt-4145db76630f
- Watchus, B. (2026). Glasswing Is the Confirmation: The ‘Manhattan Project’ for AI Arrived on April 7, 2026. OSINT Team. Link: https://medium.com/the-first-digit/glasswing-is-the-confirmation-the-manhattan-project-for-ai-arrived-on-april-7-2026-16f2edbb4ddb
- **Watchus, B. (2026). **The Iceberg Series — Part 3: The Gap They Are Required to Keep https://osintteam.blog/the-iceberg-series-part-3-the-gap-they-are-required-to-keep-c23d608c0018
- Gorsky, M. A. (2026). Artificial Intelligence as Game Changer in Cybersecurity: What We Learned in 2025–2026, and how this is relevant for Africa. arXiv:2606.20102 [cs.CY]. Addis Ababa Conference Draft.
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