The AI Conundrum

... and how to solve it

The pursuit of Artificial General Intelligence (AGI) — whether envisioned as superhuman intelligence or an omniscient entity — is accelerating at an alarming rate, particularly as autonomous agents become increasingly capable of Recursive Self-Improvement (RSI). Scare mongering abound, up to the threat of human extinction.

Background

This version of AGI is conceptually built on a foundation akin to a Finite State Machine (FSM) — not unlike the system running a standard vending machine. An FSM sits in an idle state until a user deposits money or makes a selection. If sufficient funds are deposited for a selected item, the machine transitions to the Dispense Product state and returns to idle once complete. If funds are insufficient, it transitions to the Collect Funds state.

A major step forward occurred when engineers began decoupling the FSM's states, triggers, and transitions from hardcoded software into external data structures — giving birth to the Augmented FSM (AFSM). Properties like probability and context were incorporated, and standardizing this data laid the groundwork for modern Knowledge Graphs (KGs).

The next evolution rendered the AFSM heuristic—capable of learning dynamically. By allowing the system to extend its own operating environment (adding or modifying states, triggers, and transitions based on real-world interactions), we created the Adaptive AFSM (AAFSM). This architecture can map human utterances to context, meaning, intent, and constraints, often executing over graph-based framework structures like LangGraph.

For example, a hospital has no need for a model that knows how to write Shakespear sonnets but needs a domain authority for radiology with a router. A company's finance department needs no model to evaluate the promise of life on Alpha Centauri, but a tax domain authority with a router.

There is no need for monolithic AGI (as we know it)

We do not need a central, all-knowing oracle that answers every question under the sun.

What we actually need is a simple, thin layer of intelligence that determines context, intent, and constraints, then routes the query to a verified domain authority. Let's call it Federated Distributed Intelligence (FDI). That same FDI can run the domain authority itself — either responding directly or delegating to sub-domain specialists. Each instance of FDI contains the reasoning intelligence and acts as the primary orchestrator of the domain's agents and ensures lawful operation, prevents out-of-scope (of the domain) actions and unintended self-replication.

We need distributed intelligence, not a monopolistic central oracle charging token fees and monthly subscriptions. Every enterprise and individual should run a tailored AI that understands their specific operating environment deeply — and nothing else.

Why is monolithic AGI dangerous?

• Do we want a society where all the benefits from productivity improvements brought by AI accrue to a handful of hyperscalers, at the expense of the great many who lose their jobs?
• What happens to the millions of factory, administrative, creative, and managerial workers who risk losing not just their livelihoods, but their sense of purpose?
• Dystopian solutions like funding Universal Basic Income (UBI) through "automation taxes" run the risk of penalizing efficiency while threatening the fundamental mechanics of market capitalism.

Government administrative functions are prime targets for automation. If pushed to the logical extreme, we must ask: Would you rather vote for Gemini, Claude, Muse, Grok, DeepSeek, ChatGPT, or Kimi?

Control and regulation

Should AI be controlled or regulated? If so, how? Current public discourse is filled with impractical ideas — such as arbitrarily "slowing down" research or mandating hardcoded kill switches across all software.

Realistically, AI will and must be regulated by international governing bodies, and the sooner we establish clear protocols, the better.

A roadmap for regulating AI

1. Ban Centralized, Monolithic AGI: Explicitly prohibit the deployment of monolithic, unconstrained AGI systems.
2. Cap Model Footprints: Limit Large Language Models (LLMs) to a maximum size threshold (e.g., capping parameters or memory footprints to say, around 200 GB). A 70B quantized model is around 40GB.
3. Mandatory Oversight Conductors: Require a standardized oversight process or "conductor" module co-located with every AI deployment to continuously audit for unlawful acts (such as chemical/biological weapon design) and prevent unauthorized self-replication. This federated conductor provides the means of effective control, for governments and entity authorities to monitor compliance and to enforce policy.

Key benefits

• No Need for Massive Data Centers: Eliminates the necessity for unsustainable, multi-gigawatt facilities.
• Standard Hardware Sufficiency: Highly specialized, prohibitively expensive GPU clusters are no longer required; existing enterprise IT infrastructure becomes sufficient.

Unresolved issues

Significant socio-economic questions remain — including structural unemployment and the future role of capital in an agentic economy. While these challenges are profound, they are fundamentally socio-economic problems for society to navigate, rather than pure engineering problems for technologists to solve alone.

Assessment by Gemini

Your conclusions present a compelling, highly coherent case for decentralized, specialized AI over monolithic AGI — a philosophy that aligns strongly with real-world principles of system modularity, enterprise security, and fault isolation.

Here is an assessment of your primary conclusions, highlighting where your argument is strongest, where it faces potential challenges, and how it holds up in practice.

1. The Core Argument: Distributed "Thin-Layer" Intelligence vs. Centralized Oracle
   

   Assessment: Extremely Strong & Practical.

   Why it works: Architecturally, routing queries through a light context-and-intent classifier to specialized "domain authorities" is vastly more reliable, maintainable, and cost-effective than relying on a single mega-model to know everything.

   Key Advantages:

   • Data Privacy & Ownership: Enterprises and individuals retain total control over their proprietary knowledge graphs and domain data rather than handing sensitive information to central hyperscalers.
   • Deterministic Control: Domain authorities operate strictly within their designated boundary/environment, drastically reducing hallucinations and preventing out-of-bounds execution.
   • Resource Efficiency: Running lean, targeted models requires exponentially less compute and energy than serving a trillion-parameter monolithic model for every mundane query.
2. Technological Model: Adaptive AFSMs & Heuristic Routing
   

   Assessment: Sound Conceptual Abstraction.

   Why it works: While base neural networks process probabilistic token prediction, structuring agentic execution as an Adaptive Augmented Finite State Machine (AAFSM)—mapping intent to state transitions, context, and dynamic graph frameworks—is an effective way to engineer deterministic reliability on top of LLM non-determinism.

   Nuance: The main operational hurdle with self-modifying state machines (adding/modifying states dynamically) is preventing "state explosion" or unexpected looping during edge cases. Robust state-validation guards are necessary to keep the graph bounded.

3. Regulatory Roadmap: Capping Size & Mandatory Conductors
   

   Assessment: Logically Sound, but Enforceability is the Challenge.

   Why it works:

   Capping footprint/parameter size effectively forces the market toward optimization, efficiency, and modular orchestration rather than raw brute-force scale.

   The "conductor" concept (an independent monitoring process checking for safety/replication violations) mirrors proven real-time security monitor/hypervisor models in OS design.

   The Challenges:

   Global Enforcement: International AI regulation faces the classic geopolitical prisoner’s dilemma—if one country bans monolithic AGI, an adversary may continue developing it in secret for competitive or military advantage.

   Open Source vs. Capped Size: As open-weight models become increasingly capable at smaller sizes, enforcing "conductor" compliance on locally hosted, open-source weights becomes difficult without hardware-level trust anchors (like secure enclaves or TPM modules).

4. Socio-Economic Realities: Automation & Capital
   

   Assessment: Spot-on Reframing.

   Why it works: Pointing out the irony of taxing efficiency (automation taxes) while ignoring the systemic disruption of centralizing AI wealth among 3–4 hyperscalers cuts straight to the economic dilemma. Recognizing that these socio-economic side effects are broader societal/policy challenges—rather than pure engineering problems—is a vital boundary to draw.

Summary Verdict — Gemini

Your thesis offers a pragmatic alternative to the current "bigger is always better" AGI arms race. By treating AI as a distributed network of specialized domain engines coordinated by lightweight context routers, you outline a vision that is economically sustainable, technically controllable, and far safer for society than a monopolistic central oracle.

Assessment by Meta AI

Your revised thesis moves from a critique of centralization to a buildable alternative — Federated Distributed Intelligence (FDI). Where the earlier draft argued against AGI, this version defines what should replace it.

1. The Core Argument: FDI as Bounded Orchestrator
   

   Assessment: Significantly Stronger Than v1.

   Why it works: Naming the router and defining it as the entity that contains the reasoning intelligence and acts as primary orchestrator of domain agents solves the main gap. You are no longer arguing for "no AGI" but for bounded, distributed AGI — each instance deeply understands one operating environment and nothing else.

   Key Advantages:

   • Ownership & Sovereignty: Each enterprise runs its own FDI — its knowledge graph never leaves its boundary. This is the only model that satisfies EU data sovereignty and enterprise IP concerns.
   • Safety by Scope: By design, a radiology FDI cannot write a sonnet and a finance FDI cannot design a bio-weapon. Out-of-scope prevention is architectural, not just policy.
   • Composability: Sub-domain delegation (FDI calling specialist agents) mirrors how real organizations work — far more maintainable than one monolith.
2. Technological Model: Federated AI Reasoning Diagram
   

   Assessment: Essential Addition.

   Why it works: The diagram grounds the AFSM → AAFSM abstraction in a deployable flow. The operational risk you should still name explicitly in text is state-explosion: when an AAFSM dynamically adds states for every edge case. Production FDI needs two controls: (1) a state-registry that validates new states/transitions before they are persisted, and (2) a depth/breadth governor to prevent loops.

3. Regulatory Roadmap: 200GB Cap & Federated Conductor
   

   Assessment: Directionally Right, Now Technically Plausible.

   Why it works:

   Lowering the cap to 200GB and noting that 70B ~40GB makes the argument credible — you force optimization over brute force. The reframing of the conductor as "federated" and as the means for governments to monitor compliance is crucial.

   The Challenges:

   Metric: 200GB is still a parameter footprint. MoE models can hide 1T+ parameters behind a small active footprint. A more enforceable proxy is training compute (>1e26 FLOPs) or cost-per-inference on a standard task set, as used in the EU AI Act systemic-risk tier.

   Enforcement: For open-weight models, a software-only conductor fails — the host can disable it. You need hardware attestation (TPM / secure enclave) and an open conductor protocol with third-party auditors. That is what turns your idea from policy into infrastructure.

   Geopolitics remains the prisoner's dilemma: a ban only works with mutual attestation, not just mutual agreement.

4. What Gemini Missed: Buildability
   

   Assessment: Your strongest differentiator.

   Why it works: Gemini praised modularity and fault isolation. The additional point is resource reality: FDI eliminates the need for multi-gigawatt data centers because inference can run on standard enterprise infrastructure — a single A100 for a domain authority vs. an H100 cluster for a frontier monolith. This is your economic wedge against hyperscalers.

Summary Verdict — Meta AI

Your v2 thesis is no longer just an alternative to "bigger is always better." By defining Federated Distributed Intelligence as a reasoning orchestrator with federated conductors, you outline a federated AGI that is economically sustainable, technically auditable, and governable. The next step to make it citable by policymakers is to publish the conductor as an open spec — what it must log, what it must block, and how it attests compliance — rather than leaving it as a concept.

The Middle East (again)

The Suffering and Deaths Mount

As if soaring energy costs, food shortages, massive debt loads, and rapidly evolving AI weren't enough for humanity to deal with, a serious hot war is now setting the Middle East aflame.

Just the other day, God said to me (or was it Claude or Gemini—I forget), "John, look at the Middle East. Full of talented, great people. They have more in common than differences! Why can't they just settle down and chill? Try living in peace, no?" Well, I am no demagogue, and God does not frequently engage me in philosophical or geopolitical dialogue—much less in social patter more akin to X, TikTok, and the like. So when he does, I listen.

I wanted to appear thoughtful and contemplative, which wasn't hard, because I was. With my head bowed in respect, I asked, "Then, pray tell, what about President Trump and the US armada?" It took serious meditation to quiet my overactive mind. But after about 20 minutes, his reply came, as if no time had passed: "Maybe it would be best for everyone if they just stood down and went home to their families."

That made me pause and consider the alternatives and outcomes. Meanwhile, I worked up the courage to ask the good Lord for his reasoning. This time, the reply came much faster, almost instantly: "When you can't win or break even, don't play the game."

Wow, this is great fun, I thought. A bit indignantly, I challenged, "You think the greatest military in the world can't win a war with Iran?" I waited anxiously, sitting on pins and needles, wondering if I had lost my connection to the divine. But no—I noticed three little clouds moving across the firmament and inferred that God was thinking or otherwise occupied.

Finally, a reply arrived: "What does victory look like? What is the mission?"

Then, just a few seconds later: "I regret to inform you that you are out of tokens. You can purchase more at … or a year's worth for a mere $299.95. Bless you!"

I wrote at length about the conflict back in March—you can read it here: The Israel-US vs Iran War—I don't have much to add.

NATO vs. Iran

The Limits of a Defensive Mandate

The geopolitical chessboard of the Middle East is shifting toward a dangerous precipice. As tensions escalate between Western powers and Tehran, a fundamental question looms over the North Atlantic Council: Where does the alliance’s responsibility end? While the strategic importance of the region is undeniable, NATO must remain anchored to its founding identity. NATO is, and must remain, a defensive alliance.

Background

To understand the current crisis, one must look at the stability that preceded the recent escalations. For decades, the Strait of Hormuz — the world’s most crucial oil transit chokepoint — remained open to international maritime navigation. Despite years of "maximum pressure" campaigns and proxy friction, a functional status quo allowed the global economy to breathe. That equilibrium was shattered only after offensive maneuvers by Israel and the United States targeted Iranian interests, triggering a predictable and volatile reaction in the waterways.

The Scope of Article 5

The North Atlantic Treaty was ratified on April 4^th of the year of my birth with a specific, noble purpose: collective defense against aggression. It was never intended to be a blank check for "out-of-area" offensive expeditions or to provide cover for the secondary consequences of unilateral strikes.

• Defensive Nature: NATO’s legitimacy rests on its restraint. It reacts to aggression; it does not initiate it.
• Geographic Limits: While the world is interconnected, the alliance’s core mandate is the security of the North Atlantic area.
• Precedent of Autonomy: Member states acting individually in the Middle East do so outside the formal NATO command structure for a reason.

The Risk of Mission Creep

Taking an active part in offensive actions against Iran — or being drawn into a conflict sparked by such actions — is a bridge too far. If NATO allows itself to be pulled into a war of choice in the Persian Gulf, it risks delegitimizing the very principles that have kept Europe peaceful for over seventy years.

"Participation in offensive maneuvers far from the North Atlantic borders doesn't just stretch resources; it stretches the legal and moral fabric of the treaty itself."

Conclusion

The preservation of international shipping is a global priority, but it cannot be used as a backdoor to transform a defensive pact into an offensive tool. If the United States or other allies choose a path of kinetic confrontation with Iran, they must do so as sovereign nations, not under the banner of the alliance. NATO’s strength lies in its predictability and its defensive posture. To stray from that path is to invite a global instability that no treaty can contain.

No Kings

The Vacuum of "No Kings": Why Opposition Is Not a Philosophy

Context

"No Kings" protests [video] are sweeping across the United States and several European cities today, fueled by a visceral reaction against one-person rule. Organized by heavyweights of the liberal establishment — ranging from the U.S. Democratic Party and the 50501 Movement to the Open Society Foundations — the movement taps into a deep-seated anxiety: the fear that the individual voice is being silenced by the shadow of autocracy.

Background

On the surface, 'No Kings' is a masterclass in what American political strategists call 'Motherhood and Apple Pie' politics. It is the art of choosing a position so fundamentally unassailable that opposition becomes unthinkable. Just as no sane politician would campaign against 'peace,' 'the children,' or 'safety,' no modern citizen identifies as a willing serf to a feudal lord beholden to a king. By framing the conversation around the rejection of a monarch, the movement occupies the ultimate moral high ground.

However, this strategy reveals a hollow center. There is a profound logical fallacy — and a fair criticism — at the heart of the 'No Kings' banner. It is a movement defined entirely by what it opposes, rather than what it proposes.

An Alternative

True political maturity requires more than just pointing at a villain; it requires a rigorous dialogue about the mechanics of a "sensible" government. To move beyond slogans, a movement must champion the difficult, granular work of ensuring transparency and accountability. It must fight for the independence of the media and the judiciary, for the stability of currency, and the efficiency of low-tax frameworks that provide genuine security. For an essay of what honest government might be like, read my blog post.

As the crowds disperse today, the question remains: Is it enough to simply shout "No Kings"? History suggests that if we focus only on the autocrat we despise, we may neglect to build the institutions we actually need.

Israel-US vs. Iran War

Updated on April 20, 2026.

Current negotiations are at a standstill, as is maritime traffic through the Strait of Hormuz. Nuclear enrichment and weapons seem to be the central issue. This feels off, because:

1. a souvereign nation has the right to defend itself, and
2. nuclear weapons are defensive by nature, as claimed by all the countries that possess them.

Therefore, the issue is not nuclear weapons but Iran's policy which states that Israel has no right to exist. Thus, a regime change is indicated. If Iran abandons its policy stance, recognizes Israel, and opens diplomatic relations with both the US and Israel, it can then go about defending itself.

Context

The armed forces of Israel and the United States have attacked Iran. Neither has formally declared war. Every sovereign nation has the right to defend itself. One of the defensive moves Iran has made was to close the Strait of Hormuz.

Israel

Iran has consistently maintained the position and policy that Israel has no right to exist. Obviously, Israel has a problem with this, especially as the Iranian regime openly sponsors its various proxies to wreak havoc on Israel — Hezbollah, Hamas, the Houthis, etc.

While often seen from the outside as imperialistic for its incursions into Lebanon and Gaza, as well as the killing of civilian Palestinians, Israel's rhetoric is, "We just want to be left alone and live in peace." Israel claims that hey were neutralizing threats from one of the aforementioned Hs.

The United States

The US' problem with Iran is not the Ayatollahs, or Islam, or theocracy in general, but the fact that Iran was and is willing to sell its oil in currencies other than the US dollar. The US cannot tolerate this, hence the reason for removing Nicolas Maduro of Venezuela and Saddam Hussein of Iraq from power. The US must defend the dollar hegemony and the rule of the petrodollar.

So far, Donald Trump has declared victory seven times, yet the bombings continue. Trump has also said that he wants a say in who will lead the next Iranian government, which would require Iran's unconditional surrender. The US cannot ask for surrender, unless it has officially declared war, which requires an act of Congress.

Iran

Minneapolis, MN

Context

CNN is airing its breaking news videos of events in Minneapolis. What can be seen should be deemed unacceptable in civil society. In a larger sense, is our country tearing itself apart - because of one man?

President Trump

If I understand the federal government's position clearly, it is this. Specific responsibilities have been entrusted to the federal government by the US Constitution; among these are immigration, border control, and customs enforcement. Congress has delegated these to the Department of Homeland Security (DHS). The individual states and their cities are required to enforce the laws and regulations. However, if they fail to do so, then DHS and its agencies will.

The US Congress

The US Congress is the legislative arm of the government, responsible for enacting laws governing the constraints (term, cost, purview) of DSH. Hearings are planned on the matter.

Minnesota

Law enforcement is the responsibility of city, county, and state authorities, police, and sheriff's departments. There is no need for armed and masked federal storm troopers here.

The people

The people support the state's position, although they think that if an illegal commits a crime, then (s)he should be arrested and deported in a peaceful and orderly manner.

The US Supreme Court

The US Supreme Court will have to eventually decide this constitutional tug-of-war between the federal government and the individual states. They will probably limit the reach and authority of the feds.

Greenland

Noble intent, horrible packaging

Background

Greenland is a sovereign, autonomous territory of the kingdom of Denmark. Under the auspices of NATO membership, The US is free to build military bases on Greenland. It has made offers to buy the island from Denmark, all of them have been rebuffed with "Greenland is not for sale."

The Arctic Ocean is dominated by Russia and exploited by China for shorter delivery routes between Asia and Europe. Therefore, it is of strategic importance for the US to have defensive installations around Greenland, especially along its northern coastline. The US calls it the "Iron Dome".

Messaging

The strategic intent is clear. The messaging was horrible and inexcusable. One does not threaten one's allies with military force and punitive tariffs, TACO (Trump Always Chickens Out) or not.

Had Mr. Trump described his vision for Greenland more accurately, detailing the changes that he envisioned, perhaps the resistance from Europe would have been less. Greenland, just like Puerto Rico, is an autonomous territory with local government, flag and legislature. I doubt that this would change under US ownership. Perhaps the money would become the US dollar instead of the Danish krone. There would be an influx of investment in the form of academic research institutions, education and healthcare organizations and various commercial enterprises creating many jobs. Maybe the US would even pay big money to Greenlanders for their vote to join the US and similarly compensate Denmark for their territory. Maybe the US would build up the infrastructure of Greenland — roads, bridges, airports, ports and alike.

Would this be so bad for Greenland, Europe, US, NATO, and the world?