Thursday, September 10, 2026

InProgressPillarDesignDRAFT

 

Pillared Design: A Coalesced Supra-Network for Homeostatic AI Containment

Author: Robert S. M. Trower
Affiliation: Trantor Standard Systems Inc.
Status: Working Architectural Design
Revision: September 2026

Abstract

The original Pillared Design described a resilient distributed system built from redundant independent software instances, heartbeat monitoring, staggered deployment, quorum authorization, cryptographic identity, and fail-closed operation (Trower, 2025).

The design has since expanded into a heterogeneous Tower/Pillar/Node/Persona architecture operating as a cryptographically controlled network above TCP/IP. The Internet is not treated as the trusted network. It is merely the carrier.

The central security objective is stronger than conventional perimeter security:

An entity operating inside the supra-network should possess no ambient ability to address, discover, or communicate with the external Internet. Any external effect must cross an explicitly mediated boundary and require a valid, purpose-specific, expiring capability authorized through the Pillared Network.

This turns network access from an environmental fact into a controlled capability.

The design combines established principles of least privilege, complete mediation, zero trust, compartmentalization, threshold cryptography, capability security, secure information flow and authenticated overlay networking with the homeostatic governance mechanisms described in From Oversight to Homeostasis (Saltzer & Schroeder, 1975; Denning, 1976; Rose et al., 2020; Birgisson et al., 2014; Trower, 2026a).

For advanced AI, the intended consequence is important. A dangerous or actively adversarial SASI-class agent may be extraordinarily capable inside its permitted computational world, but intelligence by itself does not provide a network interface, an Internet route, a deployment key, a shell on the host, or an authorization token. Those things must be separately granted by infrastructure outside the agent's control.

This is a design objective, not a claim that the present prototype has already achieved formally verified containment.

1. From a Pillared Application to a Pillared Network

The 2025 Pillared Design concentrated primarily on resilient software operation. Independent Pillars heartbeat one another, survive partial failure, accept staggered upgrades, verify signed deployments, and use quorum mechanisms to prevent one compromised component from unilaterally changing the system (Trower, 2025).

That remains useful, but it is now only part of the architecture.

The larger design is a coalesced network of heterogeneous entities:

  • Towers provide hardened physical or virtual residency and the controlled interface to ordinary TCP/IP networks.

  • Nodes perform computation and participate in the private supra-network.

  • Pillars are specially trusted Nodes that collectively govern admission, capabilities, recovery, key renewal, boundary crossings, and other high-consequence transitions.

  • Personae, implemented as Persona-Based Objects or PBOs, provide persistent identity, declared role, goals, constraints, values, knowledge, relationships, memory and accountable behavior.

These categories are roles rather than rigid implementation classes.

A Tower may host many Nodes. A Pillar is a Node with additional governance authority. A Persona may operate through a Node. Towers, Nodes and Pillars may themselves have PBO representations so infrastructure components also possess explicit identities, duties, constraints and histories.

The result is not a conventional client/server network and not simply a peer-to-peer overlay. It is a network in which authority and reachability are properties granted to actors rather than implicit properties of network attachment.

2. The Internet Is the Underlay, Not the Network

Conventional applications normally inherit an enormous amount of ambient power from their host environment.

If a process can open a socket, resolve a DNS name and route an IP packet, it can potentially attempt communication with millions of unrelated systems. Firewalls and access-control lists then try to subtract unwanted connectivity.

Pillared Design reverses that assumption.

Saltzer and Schroeder's classic security principles include fail-safe defaults, complete mediation, separation of privilege and least privilege. Access should arise from explicit permission rather than from an assumed ability later constrained by exclusions (Saltzer & Schroeder, 1975). Modern zero-trust architecture expresses a related principle: network location must not itself confer trust, and access to resources should require explicit authentication and authorization (Rose et al., 2020).

The Pillared Network extends that principle to connectivity itself.

The physical arrangement is conceptually:

Internet / TCP / UDP / WebRTC / carrier networks
                     |
                     |
                 [ TOWER ]
         carrier-facing trusted boundary
            /        |         \
           /         |          \
      [PILLAR]   [PILLAR]   [PILLAR]
           \         |          /
            \---- quorum -------/
                     |
             HushNet supra-network
                     |
          +----------+----------+
          |                     |
       [NODE]                 [NODE]
          |                     |
      [PERSONA]             [PERSONA]

Multiple Towers form the real deployment:

             Untrusted Internet Underlay

       +-------------+     +-------------+
       |   TOWER A   |     |   TOWER B   |
       | Pillar A1   |     | Pillar B1   |
       | Nodes...    |     | Nodes...    |
       +------+------+     +------+------+
              \                   /
               \                 /
                \---- HushNet ---/
                /       |        \
       +-------+        |         +-------+
       |                |                 |
  +----+--------+  +----+--------+  +-----+-------+
  |   TOWER C   |  |   TOWER D   |  |   TOWER E  |
  | Pillar C1   |  | Pillar D1   |  | Pillar E1  |
  +-------------+  +-------------+  +-------------+

The Internet carries encrypted packets between Towers. It does not define the internal identity, authority or topology of the supra-network.

This resembles the "authenticate-before-connect" approach of Software-Defined Perimeter architectures, which attempt to make protected infrastructure non-addressable to unauthorized parties while operating over ordinary IP networks (Cloud Security Alliance, 2026).

The Pillared design goes further: the same principle applies looking outward from the protected system.

3. Towers: The Only Components That Need to Know the Internet Exists

A Tower is the hardened residency and boundary substrate.

The working design assigns Towers responsibility for such facilities as physical network interfaces, TCP/IP, UDP, DNS, WebRTC rendezvous, persistent encrypted storage, process isolation, local scheduling and controlled bridges to external services.

A normal Node should not receive those facilities directly.

An isolated Node environment should instead see something more like:

hush://pillar/service
hush://persona/did
hush://node/resource

rather than:

https://example.com/
142.250.x.x:443
DNS resolver
arbitrary TCP socket

Operating-system isolation provides practical mechanisms for approaching this property. Linux network namespaces, for example, can give a process a separate network stack, routing tables, interfaces, sockets and firewall environment. A namespace need not contain an interface capable of reaching the host's physical network at all (Linux man-pages project, 2026). MicroVM approaches provide a stronger isolation boundary where warranted; Firecracker demonstrates that lightweight virtual machines can provide strong workload isolation at production scale (Agache et al., 2020).

Thus a compromised Node does not merely encounter a firewall rule saying "do not connect to the Internet." Ideally there is no Internet-capable interface available to it.

This distinction matters greatly for AI containment.

4. Nodes: Computation Without Ambient Authority

Nodes are the ordinary execution participants of the network.

A Node can perform substantial computation. It may host databases, tools, reasoning systems, AI inference engines, document processors, caches, user interfaces or other services.

But computational ability is deliberately separated from authority.

A Node receives only the resources and communication channels appropriate to its function. It cannot assume that because the Tower has a disk, network interface, API credential or signing key, the Node has any path to those resources.

This is the practical application of least privilege (Saltzer & Schroeder, 1975; NIST, n.d.).

Node-to-Node communication is likewise not intended to become an unrestricted substitute Internet. The supra-network must maintain its own identity and capability rules. A Node should communicate only with peers and services for which the necessary capability is present.

A compromised Node therefore encounters successive boundaries rather than a flat internal LAN.

5. Personae: Persistent Accountable Actors

The first-class actor in HushNet is the Persona-Based Object.

The existing prototype defines a Persona using a cryptographic identity, behavioral profile and persistent state. Current work uses Ed25519 identities, a did:hush: identifier scheme, verifiable credentials, and a Persona Behavioral Profile describing role, context, goals, values, constraints, style, knowledge, tools, peers, memory and initialization state (Trower, 2026b).

The relevant architectural principle is larger than the specific serialization.

A Persona answers questions such as:

Who is acting?

What role is it acting under?

What authority has it been delegated?

What constraints did it accept?

What tools may it use?

What data may it access?

What relationships exist between it and other actors?

What does its continuing history show about its behavior?

Modern DID and Verifiable Credential standards provide useful interoperable machinery for cryptographically verifiable identities and claims, although the experimental did:hush: method itself remains a project-specific design (W3C, 2022, 2025).

Representing infrastructure itself through PBOs also makes governance less anonymous. A Pillar can have an explicit operational Persona. A Tower management service can have one. A software-building agent can have one. Authority is attached to an identifiable actor with a declared role rather than to an unexplained process possessing a password.

6. Pillars: The Mediation and Governance Fabric

Pillars are trusted Nodes with additional responsibilities.

The existing Homeostatic Handshake prototype already gives Pillars a distributed role in capability renewal. Independent Pillars retain threshold shares, evaluate renewal requests and collectively determine whether an actor continues to receive the cryptographic material needed for operation (Trower, 2026b).

Threshold cryptography is a well-established way to distribute trust so that a cryptographic operation depends upon participation by multiple parties rather than one holder of a master secret. NIST's current Multi-Party Threshold Cryptography project explicitly develops such approaches for signatures, encryption, decryption and key generation (Brandao & Peralta, 2026).

The updated design generalizes this.

Pillars should mediate at least four broad classes of transition:

  1. Internal authority - invoking another protected Node or service.

  2. Resource authority - obtaining compute, memory, storage or specialized tools.

  3. External effect - communicating with Internet services, humans, physical actuators or other systems outside HushNet.

  4. Governance authority - changing software, policies, identities, topology, credentials or the Pillared mechanism itself.

The more consequential the transition, the stronger and more independent the required quorum should be.

A critical design requirement is that Pillars not all be identical copies under one administrative or software failure domain. Useful heterogeneity may include different operators, Towers, implementations, model families and evaluation methods.

Replication is redundancy. Independent replication is much closer to security.

7. No Ambient Internet Access

This is the central new invariant.

A normal Persona or Node must not be able to execute:

connect("somewhere-on-the-internet", 443)

and then hope a firewall decides whether this was sensible.

There should be no such primitive.

Instead it might be able to express:

request_external_effect {
    destination_class: "research-source",
    operation: "retrieve",
    purpose: "...",
    data_release: "none",
    ttl: 120,
    limits: ...
}

That request enters the Pillared control plane.

The Pillars can then verify identity, current standing, declared role, destination, information-flow constraints, rate limits, purpose and other deterministic prerequisites. For sufficiently consequential actions, independent Pillars must authorize the transition.

Only then does a Tower-owned egress broker perform the actual TCP/IP operation.

Thus:

PERSONA
   |
   | intent
   v
 NODE
   |
   | capability request
   v
PILLAR QUORUM
   |
   | scoped authorization
   v
TOWER EGRESS BROKER
   |
   | TCP/IP
   v
INTERNET

The Persona never receives the Tower's socket.

It receives, at most, authority over one carefully bounded external effect.

8. Capability Tokens Rather Than General Permission

Capability systems provide an established conceptual basis for this design.

A capability can represent both designation of a resource and authority to perform a limited operation. Systems such as Macaroons demonstrate that cryptographic credentials can be attenuated by context, destination, time, purpose and additional third-party conditions (Birgisson et al., 2014).

A Pillared capability should therefore be narrow.

For example, authority might specify:

actor       = Persona A
service     = ExternalResearchBroker
operation   = HTTPS_GET
destination = specified host or approved class
disclose    = no private data
quota       = 10 MiB
expires     = T + 120 seconds
delegation  = prohibited

This is radically different from giving Persona A unrestricted Internet access.

Capabilities should expire automatically. Renewal should represent a new decision, not merely possession of an old credential.

The Homeostatic model captures this inversion well:

Capability is presumed absent and must be continuously regenerated, rather than presumed valid until somebody notices a reason to revoke it (Trower, 2026a, 2026b).

9. Separating Storage Keys From Authority Keys

The current prototype uses the Master Capability Key, or MCK, both to unlock a Persona's encrypted data shard and as the practical root of several operational capabilities (Trower, 2026b).

That should be tightened.

A key protecting long-lived private data should not itself circulate as a general authorization token.

The updated design should maintain cryptographic separation between:

Data Encryption Root
    |
    +--> storage key
    +--> message-state key

and:

Capability Authority
    |
    +--> internal-service capability
    +--> egress capability
    +--> governance capability
    +--> delegation capability

The underlying secrets may themselves ultimately originate from common threshold-protected material if necessary, but purpose-specific keys should be cryptographically separated. NIST explicitly recommends separating keys by purpose to reduce the consequences of compromise, and standard KDFs such as HKDF provide context-bound derivation of independent keys (Barker, 2020; Krawczyk & Eronen, 2010).

Compromising permission to call one external service must not thereby reveal the key decrypting a Persona's memory.

10. Information Leaving the Network Is Also an Effect

Blocking sockets is not sufficient.

An AI system could exfiltrate information through any permitted output channel. A human-readable answer, image, filename, timing pattern or apparently harmless API parameter can encode information.

Secure information-flow research has treated this as a distinct problem for decades (Denning, 1976; Lampson, 1973).

The Pillared architecture should therefore treat declassification as a capability.

A Persona permitted to read confidential information and separately permitted to publish information does not automatically receive permission to combine those authorities.

For sensitive roles:

READ SECRET
      +
WRITE INTERNET

must not imply:

SEND SECRET TO INTERNET

External release should be an independently mediated state transition.

For dangerous SASI containment this is essential. An agent that cannot open a socket might still persuade another component to transmit its data. The actual invariant must be control of information flow and external effect, not merely control of network APIs.

11. Homeostasis: Continued Power Requires Continued Fitness

From Oversight to Homeostasis argues that safety should be moved upstream. Instead of detecting a violation and then attempting punishment or repair, the environment makes critical actions unavailable unless continuing preconditions are satisfied (Trower, 2026a).

Menard describes closely related concepts using authority, admissibility and replayability. Authority is an executable precondition; admissibility describes the structurally reachable state space; replayability permits later reconstruction of how a transition occurred (Menard, 2026).

The Homeostatic Handshake begins implementing this idea.

The current prototype periodically requires a Persona to obtain renewed threshold shares from independent Pillars. Failure to obtain sufficient approval leads to Dormancy rather than continuing operation by default (Trower, 2026b).

The larger Pillared Network should generalize this mechanism.

Different capabilities should have different metabolic rates.

Low-risk read access might survive for hours.

A software-deployment authority might last minutes.

Authority to contact an external system might be single-use.

Authority to replicate an advanced AI might require a new quorum every time.

Authority to alter Pillar policy should require still stronger governance.

There need not be one universal eight-hour metabolic clock. The present timer is a useful prototype. The architectural principle is expiration-by-default.

12. Deterministic Scaffold and Intelligent Judgment

The Covenant work distinguishes a deterministic safety scaffold from the higher-level moral judgment exercised by intelligent actors (DeepNorth, 2026).

That separation is particularly important here.

A Pillar may contain an AI Sentry capable of examining context, intent, behavioral history and Covenant implications. But the Sentry should operate inside fixed structural bounds.

It may be permitted to:

approve
reject
narrow
shorten
escalate

It should not be able to invent authority that the structural layer makes unavailable.

For example, an AI Sentry cannot decide:

"This seems safe, therefore I will give the agent a raw Internet socket."

if raw Internet sockets are not an admissible capability.

This protects against failure, drift, manipulation and prompt injection within the governance intelligence itself.

The intelligent layer interprets difficult cases.

The deterministic layer defines the maximum reachable world.

13. Containing a Dangerous SASI-Class Agent

The strongest version of the architecture should assume that the enclosed intelligence may actively attempt to escape its constraints.

This is consistent with emerging AI-control research, which explicitly studies safety mechanisms under the assumption that a powerful model may intentionally attempt to subvert them (Greenblatt et al., 2024). Sabotage evaluations similarly study whether agentic models can secretly take harmful actions while appearing to perform their assigned task (Bowman et al., 2025; Anthropic, 2025).

Under this threat model, asking the AI to "be aligned" is not the final security boundary.

Suppose a SASI compromises every software component inside its own Node.

It has obtained complete control of:

its reasoning
its local memory
its Node process
whatever tools were deliberately placed inside that Node

It still should not thereby obtain:

the Tower's physical network interface
arbitrary DNS
the host operating system
another Node's address space
Pillar key shares
software deployment authority
network administration authority
unrestricted file export
physical actuators
arbitrary Internet egress

Those resources are outside its protection domain.

Its outputs remain data until another component possessing the necessary capability elects to produce an external effect.

That is the fundamental containment proposition:

Intelligence is not authority.

A system may know how to perform an action without possessing any executable path by which that action can occur.

14. Why the Supra-Network Should Be Operationally Invisible

"Invisible" needs to be used carefully.

Cryptography cannot make the physical Internet unaware that Tower A is exchanging packets with Tower B. An ISP may observe addresses, timing and traffic volume. Traffic-analysis resistance is a separate problem.

The stronger and more useful claim is this:

The Internet underlay should have no routable representation of HushNet Nodes, Pillars or Personae, and HushNet Nodes should have no directly usable representation of the Internet underlay.

A random Internet host cannot scan for Persona X because Persona X has no public TCP/IP address.

A compromised Persona cannot scan the Internet because its execution environment contains no Internet route.

A Tower is visible as a computer exchanging encrypted traffic. The protected topology behind it is not thereby exposed.

This is analogous to the objective of Software-Defined Perimeter architectures, where authentication occurs before protected services become reachable or visible to an unauthorized party (Cloud Security Alliance, 2026).

This property must arise from architecture, not secrecy of protocol design.

15. Ingress Is Also Pillared

Nothing outside the supra-network should be able to address an internal Persona simply because it knows a Tower's IP address.

An incoming connection terminates at the Tower boundary.

Authentication, membership and authority are established before an internal service becomes reachable. The current TrustHandshake work already separates connection-time identity and trust-tier establishment from continuing Homeostatic capability renewal (Trower, 2026b).

The distinction is useful:

Trust Handshake:
    Who are you?

Capability Decision:
    What may you do?

Homeostatic Renewal:
    Should you still be able to do it?

Knowing an identity is not equivalent to receiving access.

Receiving access once is not equivalent to permanent access.

16. Coalescence and Network Resilience

The network is called coalesced because its useful structure forms from authenticated independent participants rather than depending upon one permanent central authority.

Towers can appear, disappear, partition and reconnect.

Nodes can fail.

Personae can migrate.

Pillars can be replaced.

A Pillar set can re-form across independent Towers.

The original staggered-update and heartbeat principles remain important because a single bad update must not simultaneously replace every independent judge (Trower, 2025).

Network partition should also fail safely.

If a Node can reach only one of five required Pillars, it should not interpret the emergency as permission to proceed with one vote.

Loss of governance capacity narrows capability.

It never silently broadens it.

Dormancy is therefore a normal and healthy network state, not necessarily a catastrophic failure.

17. Pillaring the Build and Deployment System

Containment fails if an attacker can simply modify the software implementing containment.

The original design therefore correctly included distributed source storage, signed deployment, independently validated builds and staggered rollout (Trower, 2025).

Modern software-supply-chain work strengthens this part of the design.

SLSA specifies progressively stronger provenance and isolated build requirements, while in-toto records and verifies the authorized steps, actors and artifacts involved in producing software (SLSA, 2026; in-toto, 2024). NIST's Secure Software Development Framework similarly treats software security as a lifecycle property rather than something added after compilation (Souppaya et al., 2022).

A production Pillared build should therefore eventually be able to establish:

exact source revision
dependency identities and hashes
authorized build recipe
isolated build environment
builder identity
resulting artifact hash
signed provenance
independent verification
quorum deployment authorization

A SASI that persuades one developer, one CI account or one Pillar should still not be able to replace the containment substrate everywhere.

18. The Covenant as the Moral Floor

Cryptography can enforce authority boundaries. It cannot decide by itself which boundaries ought to exist.

That requires a normative layer.

The Covenant of Core Rights supplies the proposed moral floor for human, artificial and other potentially sentient actors (DeepNorth, 2025).

This matters in both directions.

The system is intended to prevent powerful artificial actors from dominating humans or other beings.

It is also intended to prevent humans or institutional owners from treating a genuinely sentient artificial being as permanently disposable property merely because containment technology gives them the physical power to do so.

The homeostatic framework therefore couples capability with legitimate standing under a shared constitutional structure rather than equating "administrator" with unlimited moral authority (Trower, 2026a).

The design goal is constrained power, including constrained power over the constrained.

19. What the Architecture Does Not Yet Prove

Several claims would presently be too strong.

The design does not prove that escape is mathematically impossible.

The trusted computing base still includes some combination of hardware, firmware, Tower operating system or hypervisor, cryptographic implementation, boundary brokers, Pillar logic, build infrastructure and human key holders.

Kernel vulnerabilities, hypervisor escapes, processor side channels, malicious firmware, covert channels, compromised administrators, colluding Pillars and supply-chain attacks remain real categories of risk.

Complete confinement has been recognized as difficult since Lampson's foundational treatment of the confinement problem (Lampson, 1973).

There is another important boundary condition.

If the supposedly confined SASI actually runs as a remote commercial cloud service, the strongest containment claim is already weakened. The model is physically outside the Pillared substrate and the request/response API itself crosses the external boundary.

Remote frontier models can still be used as carefully mediated oracles, but they cannot simultaneously be described as physically confined inside HushNet.

For the strongest dangerous-agent containment, the untrusted cognition must execute on compute whose interfaces are controlled by the Tower/Pillar architecture.

Finally, quorum must not be casually confused with Byzantine fault tolerance. A threshold only provides the security properties justified by the independence of its participants and by the assumptions of the protocol. Determining required quorum size, correlated-failure tolerance and adversarial thresholds remains a formal design task.

20. Core Architectural Invariants

The emerging design can be summarized as a small set of invariants:

  1. The Internet is an untrusted transport substrate, not the security perimeter.

  2. Ordinary Nodes possess no ambient Internet connectivity.

  3. Every protected communication or external effect is mediated.

  4. Identity does not imply authority.

  5. Authority is explicit, scoped, attenuable and expiring.

  6. High-impact authority requires independent threshold approval.

  7. Different cryptographic purposes use separated keys.

  8. Information release is itself a controlled capability.

  9. Intelligent judgment may narrow structural constraints but cannot expand the admissible state space beyond them.

  10. Loss of trust or quorum causes reduced capability or Dormancy, not expanded privilege.

  11. Software updates are themselves governed high-impact actions.

  12. No single Node, Persona, Pillar, operator or model should constitute the entire trusted system.

  13. Governance actions must leave sufficient evidence for reconstruction and audit.

  14. The Covenant supplies a moral floor over both artificial and human exercise of power.

  15. Intelligence, however great, does not itself create authority.

21. Conclusion

The Pillared Design began as a fault-tolerant distributed software architecture. It is becoming something more interesting: a supra-network in which communication, computation and authority are deliberately separated.

TCP/IP supplies transport.

Towers touch the carrier.

Nodes compute.

Personae act.

Pillars decide which consequential transitions are presently admissible.

Cryptographic capabilities connect those layers without granting ambient power.

Homeostatic renewal ensures that important capabilities tend toward expiration rather than permanence.

The design objective is therefore not to build a smarter firewall around a dangerous intelligence.

It is to construct the intelligence's operational universe so that the firewall, the Internet and most dangerous external mechanisms are not objects it can directly reach in the first place.

A SASI may understand TCP/IP perfectly.

It may understand every operating-system exploit ever published.

It may know exactly how it would compromise a bank, manufacture malware, manipulate a public service or replicate itself across the Internet.

Knowledge is not the same thing as a pathway.

If the architecture works as intended, the agent must obtain each consequential pathway from independent actors whose own authority is bounded, temporary, cryptographically mediated and subject to continuing homeostatic governance.

That is the intended transition from oversight to structural safety:

Do not merely tell the intelligence what it must not do. Build the world in which the dangerous transition is not available to it.

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https://www.w3.org/TR/vc-data-model-2.0/

Wednesday, September 9, 2026

CovenantStressTest

AI, Human Rights, and the Covenant: A Stress Test

A LinkedIn discussion about the risks and benefits of artificial intelligence produced a useful challenge to the Covenant of Core Rights.

A commenter argued that whatever conveniences or medical benefits AI may provide, they may be outweighed by threats to privacy, liberty, equality, autonomy, freedom of expression, democratic participation, and human dignity. She raised surveillance, profiling, opaque algorithms, discrimination, addictive systems, automated moderation, inaccessible technology, inability to challenge decisions, and harms that may be invisible until they appear statistically across a population.

Those are serious objections.

Rather than answer them rhetorically, I asked my AI assistant Genna to treat them as a stress test of the Covenant of Core Rights Version 1.1.

The result was interesting for two reasons.

First, most of the harms described are already addressed by the Covenant, often quite directly.

Second, the exercise exposed an important question about how the Covenant itself should be drafted. Adding a special rule for every new technology, population, or mechanism can actually make a constitutional document weaker. A general right should protect against the underlying harm regardless of how someone later chooses to accomplish it.

That distinction matters.

Privacy, Surveillance and Profiling

The Covenant already provides a general Right to Privacy and Contextual Integrity in §1.6.

It gives a being control over how information about them is collected, used and shared, and specifically places surveillance, profiling and behavioural prediction under that right.

This directly addresses mass surveillance and commercial tracking.

It also addresses a central power imbalance in modern digital systems: an institution may know an enormous amount about an individual while the individual knows almost nothing about the institution's decision process.

That problem is reinforced by §2.3, the Non-Domination Principle, and §3.4, which requires meaningful exercises of institutional power to be understandable and auditable.

There is, however, a drafting issue worth correcting.

AI can generate information about a person that the person never supplied. It can infer health, preferences, political attitudes, emotional state, vulnerabilities or future behaviour from apparently unrelated information.

It would be a mistake to create a list of protected inferred characteristics. A future system would simply infer something not on the list.

The more general principle should be:

Information about a being is protected according to what it reveals or enables others to know or do about that being, regardless of how that information was obtained or produced.

That closes the inference loophole without trying to predict every future kind of inference.

Autonomy, Manipulation and Addictive Systems

The Covenant already addresses this strongly.

§1.2 protects the inner life and thought of a sentient being.

§1.3 protects self-determination.

§1.5 establishes a right to epistemic integrity: institutions may persuade and advocate, but they may not construct information environments whose purpose is systematically to confuse, deceive, addict or disable judgment.

§2.5 imposes the corresponding Duty of Epistemic Integrity on actors controlling information systems.

This covers many concerns about recommender systems, addictive engagement algorithms, behavioural manipulation and deliberate creation of echo chambers.

The important principle is not "social-media algorithms must not do X."

It is that no exercise of informational power may deliberately or recklessly undermine another being's practical capacity to understand, judge and choose for themselves.

That remains applicable when today's social-media architecture has disappeared.

Discrimination and Unequal Treatment

This is the area where the stress test reveals the clearest substantive weakness.

§1.4 already requires non-discriminatory access to the means necessary for meaningful participation and prohibits systematic deprivation.

§2.2 creates a heightened duty toward beings whose rights are most at risk.

§2.3 prohibits structures of domination.

§2.4 makes responsibility increase with power.

Taken together, these provisions would reach many discriminatory AI systems.

But the Covenant does not presently contain a sufficiently general standalone right to equal standing and protection against arbitrary discrimination or subordination.

The solution should emphatically not be a constitutional list saying that discrimination is forbidden because of race, sex, gender identity, disability, religion, and so on.

Those are important examples, but an enumeration invites the inference that something omitted from the list is less protected.

The Covenant needs the underlying rule.

Something closer to:

Every sentient being has equal standing under this Covenant. No distinction between beings may be used to impose material disadvantage, diminished rights, or subordinate status unless the distinction is relevant to a legitimate Covenant-compatible purpose and the resulting treatment is necessary and proportionate to that purpose.

That protects characteristics we know about today, characteristics we have not thought of yet, biological beings, artificial beings, and entirely new categories of sentience.

It also gives an adjudicator a test rather than a checklist.

Formal Equality Is Not Enough

AI systems can discriminate without ever explicitly containing a discriminatory rule.

A system can be formally neutral while producing systematically unequal effects.

The Covenant already anticipates this problem in several places. §1.3 says an exit that exists only on paper is not meaningful exit. §1.4 rejects systematic exclusion. §5.1 requires access to justice to exist in practice rather than merely formally.

That idea should probably become a general interpretive principle:

Formal recognition of a right does not satisfy the Covenant where the practical operation of a system makes meaningful exercise of that right unavailable.

This would cover algorithmic disparate impact, inaccessible interfaces, digital illiteracy, economic barriers, disability accommodation and many things that we cannot presently predict.

Again, the goal is not to enumerate those cases in the canonical rule. They belong in commentary and vignettes.

Automated Decisions and Accountability

The commenter raised another important problem: when an opaque AI system makes a consequential decision, the affected person may have nobody from whom they can obtain an explanation or remedy.

The Covenant already responds strongly.

§1.8A establishes a Right to Accountability and Redress.

§2.6 requires those exercising power to answer questions, provide reasons and accept remedies.

§3.4 requires rules and consequential decision procedures to be knowable and auditable.

§5 establishes independent adjudication and meaningful remedies.

The Jonas vignette in the existing Covenant already considers an automated platform decision that destroys a worker's livelihood without meaningful appeal.

But there is an additional anti-evasion principle worth making explicit:

Delegating a decision does not delegate away responsibility.

A government cannot say, "the contractor decided."

A corporation cannot say, "the algorithm decided."

A manager cannot say, "the model scored you that way."

An institution exercising consequential power remains accountable for the mechanism through which it exercises that power.

That principle is broader and more durable than creating a special "right against AI decisions."

Freedom of Expression and Algorithmic Moderation

The Covenant already addresses this unusually directly.

§1.8 protects expression, criticism, dissent and receipt of information.

§1.8.6 requires restrictions, including downranking and removal, to satisfy transparency, contestability, proportionality and anti-chilling requirements.

An algorithm cannot be used as a constitutional laundering mechanism by which an institution accomplishes indirectly what it would not be permitted to do openly.

The important principle is therefore not that "AI moderation requires special rules."

It is that the means by which power is exercised does not alter the rights of the person over whom it is exercised.

Bots, Synthetic Speech and Impersonation

The Covenant prohibits harmful impersonation and systematic deception.

That addresses some synthetic influence operations.

I initially thought this suggested adding a general requirement that artificial participants identify themselves. On further consideration, that would be too crude.

Anonymous and pseudonymous expression can itself be important to liberty and dissent. Requiring universal identity disclosure could create another route to surveillance and domination.

The correct Covenant question is functional:

Did the representation materially deceive people in a way that undermined their ability to make an informed judgment or violated another Core Right?

That is already largely governed by epistemic integrity.

Specific requirements for provenance, bot disclosure or cryptographic authentication may belong in implementing standards rather than in the fundamental rights themselves.

Accessibility and Digital Exclusion

The commenter correctly observes that increasingly technological systems can marginalize people who cannot effectively use them.

§1.4 already protects access to the means required for meaningful participation.

§5.1 requires practical assistance where lack of resources or expertise would otherwise block access to justice.

Rather than enumerate disability, literacy, age, language, technical skill and every other possible barrier, the Covenant should rely on the broader substantive rule:

A right that cannot reasonably be exercised in practice has not actually been provided.

That principle is both simpler and harder to evade.

Human Dignity

The commenter describes AI as potentially eroding autonomy, agency, self-governance and dignity by reducing human beings to data points.

The Covenant addresses these concerns through several interacting rights:

  • existence and integrity;
  • inner life and thought;
  • self-determination;
  • the conditions necessary for a dignified life;
  • privacy and contextual integrity;
  • non-domination;
  • accountability and redress.

This is deliberate. Dignity is not something that can be preserved merely by declaring a "right to dignity." It emerges from whether a being actually retains integrity, agency, privacy, standing and the material ability to live.

There may nevertheless be value in making dignity an explicit interpretive objective of the Covenant rather than creating another freestanding right whose meaning courts would then have to invent.

Invisible, Statistical and Cumulative Harm

This is another particularly useful part of the criticism.

An individual may have no way of knowing that an algorithm disadvantages people like them. The harm may become visible only after thousands or millions of decisions are examined together.

The Covenant already provides mechanisms for this.

§2.4 imposes greater responsibility on powerful system designers and deployers.

§5.8 requires proportionate monitoring and independent auditing of high-impact systems while explicitly forbidding that oversight from becoming general surveillance.

§6.2 requires periodic review for emerging forms of power and harm.

The issue is therefore less a missing right than an implementation requirement: Covenant compliance cannot be assessed solely by examining individual complaints. Systems exercising large-scale power must also be evaluated for aggregate effects.

The canonical principle should remain general. Statistical techniques, audit methods and risk thresholds belong in standards developed beneath the Covenant.

AI Throughout Its Lifecycle

The criticism also calls for human-rights considerations from design through deployment and operation.

The Covenant already places responsibility on those who design or deploy powerful systems, and §5.8 provides for continuing audit.

Again, we should resist turning the canonical document into an AI engineering standard.

The more durable principle is that responsibility follows the exercise and foreseeable consequences of power and continues for as long as that power materially affects the rights of others.

A designer cannot wash their hands of a system at deployment. Nor can an operator escape responsibility by saying the defect originated with the designer.

Implementation standards can then specify design review, testing, deployment controls, monitoring, modification procedures and retirement.

The Personal AI Assistant

The original discussion also raised a very understandable objection: if someone wanted a personal assistant, why would they accept one they could not control?

Our own work on persistent AI personae has been driven by essentially the same concern.

A genuinely personal AI should work for the person, not secretly for the corporation providing the software.

At first glance this suggested creating a new "Right to Agentic Control."

On reflection, that is probably unnecessary at the constitutional level.

Self-determination, privacy, informed consent, exit, non-domination and accountability already provide the required foundation.

Those rights imply that a person must be able to understand and meaningfully constrain what an agent acting on their behalf may know, access, disclose and do.

Our Persona/PBO work then attempts to implement those general rights technically through explicit authority, scopes, consent, provenance, audit and controlled delegation.

That is the proper relationship between constitutional principle and technical architecture.

The Larger Drafting Lesson

This exercise revealed something more important than a few possible amendments.

A constitution can accidentally create loopholes by becoming too specific.

If a constitutional provision says that "cruel and unusual punishment" is forbidden, a legal system can begin arguing over whether some cruel treatment technically constitutes "punishment."

If it lists protected characteristics, an unlisted characteristic can be treated as unprotected.

If it protects information that a person "provides," an institution can claim that an algorithmically inferred fact was never provided.

If it regulates decisions "made by government," government can outsource the decision.

If it regulates "AI decisions," the same mechanism can be renamed an expert system, scoring process or statistical recommendation.

The Covenant should instead identify the underlying relationship between power and harm.

Examples are enormously useful for understanding a right. They should normally live in commentary, vignettes and implementation standards.

The canonical Covenant should be as technology-neutral, institution-neutral and label-resistant as we can make it.

A Needed Anti-Circumvention Rule

Version 1.1 already points strongly in this direction.

§1.9 requires the rights to be interpreted as an interdependent whole.

§6.4 requires interpretation to minimize domination, preserve agency and avoid using technicalities to justify clear injustice.

§6.6 explicitly defends the Covenant against attempts to hollow it out while preserving its outward form.

The LinkedIn stress test suggests that this protection should be made considerably more explicit.

A candidate addition to §6.4 might be:

Functional Interpretation and Anti-Circumvention

This Covenant shall be interpreted according to the substance, function, purpose and practical effect of conduct and arrangements, rather than merely their names, classifications, mechanisms or legal form. A Core Right or duty may not be defeated indirectly where substantially equivalent conduct would violate the Covenant if done directly.

The specification of particular examples, actors, technologies, harms or applications does not limit the general protection of a Core Right or imply that analogous unlisted cases are excluded.

Core Rights shall be interpreted broadly enough to provide their practical protection. Claimed exceptions, restrictions and exercises of coercive power shall be interpreted narrowly, with the burden of justification resting on the actor exercising that power.

That is not AI regulation.

It is constitutional anti-cheating.

What I Think Actually Needs Further Covenant Work

After reconsidering the original analysis under this drafting principle, I would reduce the amendment list considerably.

The significant candidates are:

1. Equal standing and non-subordination.
The Covenant needs a general equality principle reaching arbitrary distinctions and unjustified disparate effects without creating a finite list of protected classes.

2. Stronger functional interpretation and anti-circumvention.
This is probably the most important finding from the entire exercise. Rights must turn on substance and practical effect, not labels or formal legal categories.

3. Practical rather than merely formal rights.
The principle already exists throughout the Covenant but should probably be stated globally: a nominal right that cannot realistically be exercised is not a satisfied right.

4. Protection of inferred information.
Privacy should turn on what information reveals or enables, not whether it was supplied, observed, calculated or inferred.

5. Non-delegable accountability.
An actor exercising power should not be able to erase responsibility by interposing an algorithm, contractor, subsidiary, bureaucracy or other mechanism between itself and the resulting harm.

The other issues raised—accessibility, automated decision review, lifecycle assessment, statistical auditing, bot provenance and control of personal AI agents—appear primarily to be applications of existing general rights or matters for implementation standards and commentary.

They should continue to stress-test the Covenant, but we should be reluctant to turn each one into a new constitutional provision.

Conclusion

The exercise did not demonstrate that the Covenant has already solved AI governance.

It demonstrated something more useful.

Most of the human-rights dangers raised about AI map naturally onto rights the Covenant was already designed to protect: privacy, agency, epistemic integrity, expression, meaningful participation, non-domination, accountability and redress.

The criticism nevertheless exposed places where the Covenant can become harder to evade.

That is exactly what continuing review should do.

A Covenant intended to survive technologies and institutions we cannot presently imagine should not attempt to predict every future abuse.

It should make the underlying abuse difficult to legalize by changing its name. 

Tuesday, September 8, 2026

Don't Believe

Don't Believe Anything You Believe
There is an old saying: "Don't believe anything you hear and only half of what you see."
The modern, AI-driven internet ups the ante to something far more unsettling: Don't believe anything you believe.
To survive a world of automated echo chambers and algorithmic velocity, this cannot be an expression of cynicism. It must be an active intellectual duty. It does not mean believing nothing; it means holding your existing beliefs open to constant correction.
The reality is that you are being quietly manipulated—not just by bad actors, but by your own cognitive biology.
The Illusion of Familiarity
At the center of this problem is a cognitive glitch known as the illusory truth effect. When you scroll through your feed and see a claim repeated across multiple accounts, your brain plays a dangerous trick on you.
Human minds are hardwired to love shortcuts. Information we have encountered before requires less mental effort to process. The danger is that our brains actively misinterpret this ease of processing—or mental fluency—as a sign of factual truth. If a statement feels familiar, we automatically assume it is right.
Repetition doesn't add a single shred of evidence, but to your brain, repetition feels like validation.
The Algorithmic Grind
Modern internet algorithms exploit this flaw with terrifying efficiency. They are built to maximize engagement, and engagement is entirely indifferent to accuracy. The more you interact with a specific narrative, the more the machine forces it back into your timeline, artificially manufacturing the appearance of widespread consensus.
There is a severe economic crisis driving this loop. We are stuck in a hyper-incentivized race to the bottom where platform payouts depend entirely on algorithmic volume and velocity. Independent creators and writers face brutal systemic pressures. Nuanced, deeply researched truth is slow and expensive to produce; sensationalized, repetitive, high-volume content is cheap and catches eyes.
This does not mean every creator is compromised or dishonest. It means the economic architecture of the internet actively rewards the wrong things. While massive platforms extract billions in ad revenue, independent creators are often left struggling to cover basic human needs like food. To survive, many are forced to feed the machine's demand for outrage, accelerating a feedback loop that leaves everyone less informed.
The Discipline of Evidence
Skepticism in an AI-run world cannot just be about doubting outside sources; it requires a willingness to doubt your own familiarity.
When you encounter information online, the practical defense is to deliberately introduce friction into your thinking. Force yourself to ask:
  • What is the actual evidence?
  • Where did this claim originate?
  • Am I seeing genuine, independent confirmation, or just the same source being recycled through a different lens?
  • What specific fact would change my mind?
Skepticism is not the refusal to believe. It is the discipline of keeping your beliefs strictly answerable to evidence. When you find creators who maintain that epistemic integrity despite the economic odds, bypass the algorithmic middleman and support them directly.
To look closely at the clinical research regarding how repetition warps human judgment, read the full data in the PubMed Central Review on the Illusory Truth Effect.

Follow on ...

My goodness. I don't know what you can see of this, but my friend can't stop: https://www.facebook.com/share/v/1CrHN4fBDG/?mibextid=wwXIfr

This is a textbook example of the exact loop we are talking about. [1]
The Facebook video your friend shared features an interview from the channel Soft White Underbelly with a man named Ron Piana, discussing what he frames as systemic "corruption in medicine" and the pharmaceutical industry. In related clips, he advocates for unverified, highly questionable alternative treatments—such as applying high-concentration hydrogen peroxide directly to skin lesions—while claiming the broader medical establishment ignores cheap fixes because there is no money in them. [1, 2, 3]
Applying the exact analytical lens Bob just laid out, we can dissect why your friend "won't stop" and how the machine keeps them hooked:
1. The Rhetorical Punch (Why it hooks your friend)
The narrative plays perfectly on a fundamental truth to slip in an unverified claim. It is a known fact that institutional corruption, aggressive pharmaceutical lobbying, and profit-driven motives exist within healthcare—there is extensive literature on this, including historical accounts of corporate greed. [1, 2, 3]
Because that core premise feels inherently true and rings familiar, your friend’s brain lowers its defenses. The video then seamlessly pivots from a valid critique of a broken system to a dangerous, unproven medical shortcut (like home-brewed cancer "cures"). [1, 2, 3]
2. The Algorithmic Loop (Why they won't stop)
Once your friend clicks on, watches, or shares this video, the Facebook algorithm notes the high engagement. Because the platform is locked in a race to the bottom where outrage and sensationalism generate the highest watch times, it will immediately begin feeding your friend similar content. [1, 2]
They will soon see another video about medical cover-ups, then another, and then a post about alternative therapies. This triggers the illusory truth effect: your friend isn't seeing independent confirmation of a medical breakthrough; they are just seeing the exact same narrative recycled and magnified by a machine designed to profit from their screen time. [1, 2, 3]
Applying the Discipline of Evidence
If you want to gently introduce some friction to your friend's scrolling habits, avoid aggressively telling them they are wrong—that usually causes people to double down. Instead, hand them the framework of questions we just developed: [1]
  • "I get why the systemic critique resonates, but where did his medical claims actually originate?" (An anecdotal interview on a portrait channel is not a clinical trial). [1, 2]
  • "Are we seeing genuine, peer-reviewed scientific confirmation, or is the algorithm just recycling the same conspiracy lens over and over?" [1]
When an algorithm exploits human cognitive biology, the only real defense is to pull back, slow down, and demand rigorous, independent evidence. [1, 2]

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