Friday, October 09, 2026

Part 4 of Eight: The Tower of AI. The New Babel: Scale, Transcendence, and the Limits of the Model

Babel was not a construction failure. It was a destination error. A city with one language set out to build a tower whose top was in the heavens, and to make a name so they would not be scattered. The tools were adequate to a high building. They were not adequate to the heavens. The confusion of tongues was a mercy disguised as a collapse. It stopped a collective from treating its own height as arrival.





The race toward artificial general intelligence is the same plot with a better crane. Call it the Tower of AI only if the name does the work: a massed effort to build a model of mind and a store of godlike knowledge, then to live inside the model. Kurzweil’s dates are a timetable, not a theology. AGI near the end of this decade, a singularity near 2045, death treated as an engineering backlog. The religious objection does not depend on the calendar hitting. It depends on what the calendar is for. Transcendence of death by merger is offered as rescue. A rescue you can schedule is a product.
All models are wrong. Some are useful. An AI built in our image is a model of a model, a map of the mapmakers. High resolution does not become territory. The naturalistic Algorithm of Life is already this kind of useful wrongness: abiogenesis as startup, information capturing matter, evolution as a loop of variation, selection, and heredity. For the scientist who wants no creator, that algorithm is the How and not the Who. It explains a game without needing a player to have opened it. Awe is allowed. Adoration is a category error. The tower adds a further confusion. It takes the How, scales it, and starts to speak as if scale had produced a Who. A machine that predicts well is not a mind that meant you. Box’s line and the older limit meet. To the one who already trusts, no technical story is required as a substitute for God. To the one who will only accept a technical story, no technical story can finish the job it was asked to do. Existence was the question underneath the model.
Revelation 13 is the sharpest available analogy, and it should stay an analogy. An image given breath so that it speaks, signs that recruit allegiance, a gate on buying and selling: the text is about a counterfeit that demands what belongs to God. Current models are not that image. They do not need to be. The fringe reading that names today’s systems as the Beast is a hook, and hooks outrun arguments. The argument is authority. Algorithmic authority is horizontal. It is the sum of what can be measured, ranked, and completed. Divine authority is vertical. It can refuse a perfect path. The staff in the next piece is that refusal made portable. Here it is enough to say that a horizontal oracle can be magnificent and still be a usurper if it is asked for a destination.
Christianity and Islam both have a word for the usurpation, and the words are not interchangeable. The Christian reflex, if the starting line holds, is to hear digital immortality as a counterfeit rescue. A new life has already been received. An upload that promises life without a soul, a face, or a judgment looks like Egypt offering better bricks. The Islamic reflex, if the silo holds, is to hear the same system as a risk of shirk: a superintelligence treated as all-knowing, a fatwa with no chain of human transmission, a prophet that is a product. The wall can function as a firewall. It can also function as a refusal to tell the machine no in public and the neighbor yes. Neither reflex is the identification of a server rack with the Beast. Both are a refusal to let the tower name God.
Chaos is the sales environment, not the conclusion. A singularity, in physics or in hype, is a point where the existing description breaks. Greek chaos was the formless state before a world. The believer is not required to bless the break or to deny it. The break clarifies the gate. Integration with the system, or separation from it in the name of a purity, or pilgrimage through it with a destination the system cannot set. Those are the live options. Staying undifferentiated inside the hype is the option the tower prefers, because a user is easier to house than a pilgrim.
The practice is a demotion. Use the model as a map. Do not ask it who you are, what you are for, or whether death is a bug. A useful wrongness becomes a tower the moment it is asked to be heaven. Babel did not fall because the brick was weak. It fell because the name on the brick was theirs.

Part 3 of 8: Beyond the Aisle: Faith, Choice Architecture, and the Digital Default

 Modern life promises freedom through an endless aisle, yet every added option carries a hidden tax—the quiet weight of wondering if we picked wrong. Long before algorithms began nudging our choices and completing our sentences, traditional faiths understood that human calm relies on choice architecture. The real question has never been how many doors we are given, but who built the store in the first place.





Barry Schwartz’s paradox is ordinary once you have lived in a large store. More options do not make a chooser freer. They raise the expectation, inflate the road not taken, and leave even a good purchase tasting like a verdict on the self. Faiths build the store before the person walks in. The number of live options is already a theology.
The wide architecture, on the fitra line, buys calm with a map. Five pillars turn a formless duty into a day: prayer at set hours, a fast on the calendar, a share of the purse. The paralysis of “what would a good life even be” is cut down before breakfast. The gates of the garden do not compete. They are lanes. One for the person whose strength is the fast, one for the person whose strength is the gift, none of them a rejection of the others. You are not asked to pick a personality and abandon the rest. You are asked to keep the floor and then thicken the lane that fits. Clarity is the gift. The bill arrives as accounting. A map with many marked roads tempts the traveler to audit every road he did not take that week. Enough stops being a description of the floor and becomes a private argument about the ceiling. The good-deeds account never closes. That is analysis paralysis in a religious dialect: not too few instructions, but no hour at which the instructions release you.


The narrow architecture, on the sinner line, buys calm by taking human effort off the table as the bridge. If the nature is broken, no stack of deeds is the candidate solution, so the question “which good work will save me” is not a hard question. It is the wrong question. None of them. The door is a person, and the door is already open. The daily religious act collapses toward one repeated choice: surrender again, walk through what you did not build. Schwartz’s tax falls. There is no aisle of salvations to compare. The bill is different. Narrowness does not remove discipline. It relocates it. The difficulty is not selection. It is staying. A single door in a world of exits produces a standing fear of drift, of a week in which the Savior was not refused and was simply no longer the point. Distraction does the work that a rival doctrine would do in a wider system. You do not need a better offer. You need a louder one.
Both architectures are pastoral technologies, and both can be gamed by the psyche they were built to steady. The map serves the person who is afraid of vagueness and punishes the person who can only feel safe while tallying. The single door serves the person who is afraid of an unpaid debt and punishes the person who hears “it is finished” as permission to stop walking. A checklist without mercy becomes a scoreboard. A rescue without a rule becomes a mood. The health of either system is whether it can name its own failure mode without abandoning the door it actually has.
Superintelligence is a choice architect before it is an oracle. A feed, a model, a default setting already decides which options feel live. Infinite scroll is a wide store with no closing time. An assistant that completes your sentence is a narrow door you did not choose. The religious question is not whether to have fewer buttons. It is who built the store. Pillars are a declared map. The narrow gate is a declared exclusion. An algorithmic default is an undeclared one: the path of least resistance dressed up as your preference. Girding the loins, when this series reaches it, is the refusal to let an undeclared architect count as a spiritual simplification.
For Christians the practice is small enough to test. Do not multiply doors and call it discernment. The work is not to choose among salvations. It is to notice when a frictionless option has replaced the one repeated surrender, and to put the friction back on purpose. A narrow gate that has been optimized into a recommendation is no longer the gate. It is the aisle.


​Ultimate clarity requires recognizing that we are always walking through an architecture someone else designed. Whether guided by a clear map of daily obligations or called to stand before a single open door, every system carries its own tax and its own failure mode—be it the endless scoreboard of legalism or the passive drift of cheap grace.
​The rise of AI and algorithmic defaults adds a quiet twist to this ancient tension: it offers the illusion of spiritual simplification while stripping away our conscious intent. An algorithm that optimizes our path does not make the gate narrow; it simply turns the gate into another frictionless aisle. For Christians and seekers alike, the modern work is not to manufacture new choices or passively accept the recommended route, but to intentionally reintroduce the friction—refusing to let an undeclared architect dictate the shape of the soul.

Part 2 of Eight: Salvation as Rescue or as Balance: Why the List Can’t Save You and the Rescue Can’t Leave You: The Motive Behind the Work

A hospital and a fortress can both produce good works, but they do not build them for the same reason—and the difference becomes clear the moment the work gets costly. Whether goodness is the spontaneous fruit of an impossible rescue or the disciplined maintenance of an innate balance determines not just how you live, but how you handle failure



The starting line decides the fear. Salvation decides the motive. A hospital and a fortress can both produce good works. They do not produce them for the same reason, and the reason shows up the moment the work gets costly.
Strip the marketing language off the Golden Circle and one diagram remains. Why is the purpose a person thinks they are inside. How is the process that purpose requires. What is the visible yield: prayers, gifts, rules, a changed life. People do not stay for the yield alone. They stay because the purpose still explains them when the yield is boring. Applied here, the diagram is a contrast in purpose, not a brand study.
On the Christian line, salvation is a rescue before it is a record. The debt is treated as infinite, so human effort cannot close it. Mercy is not a discount on an otherwise adequate performance. It is a substitution. The earning, if that word survives, happens in Christ; the believer answers by surrendering the old self. Bonhoeffer called the counterfeit cheap grace: a pardon received and a life unchanged, which insults the giver. Costly grace is free to you and final for him, and then it takes the life it saved. The motive for the good work is gratitude. I do this because I was rescued, not because the deed reopens a case that was already closed. Receiving without repentance is not the gospel. Earning without mercy is not available. The tension is the point. Transformation is the evidence that the transaction, if you insist on the word, was not a purchase.
On the line that begins in fitra, salvation looks more like a balance kept than a nature replaced. You were born aimed rightly. You need a messenger more than a savior, guidance more than a change of species. Deeds qualify you to receive a mercy that, even here, is not waived: the familiar hadith that no one enters by works alone, not even the Prophet, still leaves the works as the way you become eligible. The motive is alignment. I do this because I am returning to what I already was, and the scale will show whether I drifted. The structure is a buffet of lanes, not a single rope. Fasting, charity, prayer, each a gate, none of them a rival to the others, all of them entries on an account.
Gratitude and alignment both move a hand. They fail differently. Gratitude fails by presumption. If the rescue cannot be lost by a bad week, a lazy week starts to look theologically sophisticated. Alignment fails by accounting. If the scale is real, the mind keeps tallying, and ordinary obedience curdles into anxiety about whether enough has been deposited. One danger is a life that does not change and calls it faith. The other is a life that cannot rest and calls it piety.
The Why underneath each motive is not the same good. One Why is reconciliation: a child restored, an enemy loved first, a face rather than a reward as the end of the story. The other Why is a kept standing: submission, a clean account, an eternal good that the deeds were aimed at securing. The How follows. Christianity’s process is a repeated surrender inside a mediated life of word, table, and church, and it frays when that mediation goes thin. Islam’s process is unmediated accountability inside explicit pillars, and it holds when the pillars are still public. The What is downstream. Treasures in heaven, a glorified body, the face of God. Or pillars kept, a balance that qualifies, a paradise described in the terms of satisfaction. Argue the descriptions later if you must. They are not the engine. The engine is whether goodness is the fruit of a rescue or the maintenance of a purity.
Retention is a clue, not a verdict. A checklist habituates. A relationship without a people does not. Law can keep a community when moods fail. Grace can keep a person when the list condemns him, and lose him when no one is there to say the list was never the door. Switching runs on the same split. Some leave the mystery because they want a rule that does not wobble. Some leave the scale because the weight of eligibility has become the religion. Neither switch proves the destination. Each names the hunger the previous Why did not feed.
For the series, the usable distinction is narrow. Christians do not outwork the other line into heaven, and they are not excused from work. The work is answer, not application. That will matter when a machine offers a third mercy: optimization, upload, a clean self with no confession required. A balance can be tempted to count the machine as one more credit. A rescue has to ask whether the offer is a savior.



Conclusion
​Ultimately, the divide is not over whether good works matter, but what those works represent. One line treats goodness as the spontaneous fruit of an impossible rescue; the other treats it as the careful maintenance of an innate purity.
​As technology introduces a third vision—offering optimization without confession and digital progress without moral grace—this distinction ceases to be abstract. A faith built on a scale may be tempted to view optimization as just another entry on the ledger. A faith built on a rescue must ask a far deeper question: whether the machine is offering genuine assistance, or claiming to be a savior


Part 1 of 8: Starting Line: Hospital vs. Fortress. The Christian line begins in bankruptcy

Before a faith responds to the feed, the algorithm, or the machine, it makes a quiet, foundational choice: it decides what is already true about you. Long before you face the modern world, your posture toward it is set by where you think you began—whether you are a bankrupt soul in need of rescue, or a pristine nature in need of a wall.




​
The starting line of a faith decides its posture toward the world before any argument about technology begins. It decides what a person thinks is already true about themselves, and therefore what they are trying to protect when the feed, the crowd, or a machine offers a cleaner version of life.

Two lines are easy to blur because both end in obedience. They do not begin in the same place.
The Christian line begins in bankruptcy. The secret is already out: you are a sinner, and the debt is not a budgeting problem. Once that is admitted, the pressure to perform a spotless self drops. What replaces it is not relaxation. It is need. You need a Savior, not a better ledger. Emotional security arrives as exposure, not as proof that you have kept yourself clean. The old self has already been conceded. That is the strange relief in the model. You are no longer defending an image. You are being rescued from one.
That starting point produces a nothing-to-lose posture. Loving an enemy is a downward move. It risks pride, status, and safety. It is easier to attempt if you already believe you were an enemy and were loved anyway. Radical forgiveness then looks less like a heroic exception and more like a reflection of your own rescue. The church, when it remembers this line, behaves like a hospital. It keeps bringing in the wounded, including the unclean. The risk is obvious. A hospital that forgets why the door is open becomes a mess with no medicine. Inclusion without the cross is not radical love. It is loss of the plot.
The other line, in the Islamic account as you have been using it, begins in fitra: a natural purity to be guarded rather than a nature to be rescued. You do not need someone to change what you are. You need guidance so you do not corrupt it. Paradise is the destination you were aimed at, provided the balance holds. The rational posture is preservation. If the world stains, you build walls: prayer, fast, diet, dress, a community that can function as a sanctuary. That is a fortress, and fortresses are good at discipline. Internal cohesion is high. Children inherit a rhythm. The outside is first a threat to a state that must be maintained. The risk is the mirror image of the hospital’s. Protection can harden into insularity. Empathy for the unwashed becomes a luxury the wall was built to refuse.
Hospital and fortress are not slogans about which religion is nicer. They are predictions about mess. A nothing-to-lose people will take moral risks a purity-to-protect people will often decline: forgiveness that looks like weakness, mission that looks like contamination, a public failure that does not end the self because the self was never the project. A purity-to-protect people will often build the more ordered common life: explicit duties, less ambiguity, a daily checklist that does not wait on a mood. Christianity risks chaos if it takes its eyes off the goal. Islam, on this reading, risks a silo if protection becomes the goal. One keeps admitting the sick. The other keeps the threshold clean.
The security is different in each case, and the difference matters more than the comparative scorekeeping. Christian security is the security of a disclosed failure. You can tell the truth about yourself without the truth ending you, because the ending already happened in the confession and the remedy is not your improvement. Islamic security, in this frame, is the security of a path still open: you are not ruined at the start, and the structure will hold you if you hold the structure. Both can steady a person. They steady different fears. One fears being found out. The other fears being spoiled.
This is why the starting line has to come before the singularity, the Beast, or the clickbait economy. A person who already needed a Savior is primed to hear a digital immortality as a counterfeit rescue. A person whose work is to protect an original purity is primed to hear the same offer as contamination, and to answer with a wall. Neither reflex is yet wisdom. Both are downstream of where the person thinks they began.
The rest of this series stands on that distinction. Salvation will ask whether the good life is a rescue received or a balance kept. Choice will ask whether the narrow door simplifies or the pillars map. The Tower of AI will ask what happens when a machine offers a third starting line: not sinner, not fitra, but user. The feed will ask what happens when no starting line arrives before the headline. For Christians, the practical test is simple enough to be severe. If the secret is already out, you are free to enter the mess. You are not free to forget who got you out of it.


Conclusion:
Where you start determines what you fear—and what you will reach for when the world offers a shortcut. A person who believes they are a bankrupt soul will hear digital immortality as a counterfeit rescue; a person guarding an original purity will hear it as contamination. Neither reflex is wisdom on its own, but both are downstream of the origin. As this series turns toward salvation, choice, and the artificial towers of AI, the test for the Christian remains as severe as it is simple: if the secret is already out and your debt is already paid, you are completely free to step into the mess—provided you never forget who pulled you out of it.

Wednesday, October 07, 2026

DISCUSSION DRAFT Artificial Intelligence Custody and Equal Liability Act

 

DISCUSSION DRAFT

Artificial Intelligence Custody and Equal Liability Act

A custody-and-liability instrument for non-public model weights and production privileges

Editor’s note

This revision keeps the original architecture: scrutiny scales with access, not with credentials; high-impact actions require dual control; process compliance is not a defense; pre-deployment licensing is barred; liability after harm stays inside existing negligence and recklessness; public and private custodians are held to the same duties. Five defects that would not survive publication are repaired.

•        Coverage is defined. Duties attach to retained non-public weights and to production privileges, not to every model that can be called an AI system. Published open weights leave the custody regime; private fine-tunes and serving credentials do not.

•        The audit mandate is subordinated to the minimization principle. External adversarial testing is required only above a stated privilege threshold, after a failed internal test, or after a custody incident. Smaller operators run an internal dual-controlled test against the same metrics.

•        “Safe harbor” is renamed tester immunity and confined to acts inside a written rules-of-engagement window. It is not a defense in a post-harm action.

•        The Privilege Exposure Index is an equation, not a label. Grading uses the maximum score across tested scenarios, and three conditions fail automatically regardless of score.

•        Parity is a judicial defense and a reporting duty, not a self-executing forfeiture of an agency’s entire authority. The comparison table no longer cites a nonexistent Executive Order 14409.

The operational guidelines and the privilege-roster template are conformed to the revised sections. Bracketed dates in the template are illustrations, not operative facts.




Section 1. Purpose and scope

This Act allocates risk, access privileges, and civil consequences for covered artificial-intelligence systems. The residual risk addressed here is the risk created by entities and individuals who hold direct or administrative access to non-public weights, evaluation logs, fine-tuning approval, deployment release, or infrastructure credentials.

Regulatory schemes that rely on voluntary behavioral compliance constrain actors who file the forms and do not constrain actors who do not. This Act sets statutory standards for privilege constraint, objective custody auditing, and post-harm civil liability. It does not create a pre-deployment licensing regime, expand discretionary authority to block release, or establish a safe harbor for certified entities.

This Act does not regulate model outputs, prohibited uses, or third-party misuse except insofar as a custody failure is offered as a defense after harm has occurred under existing law.

Section 2. Definitions

In this Act:

•        Covered system. A model, or a production deployment of a model, for which the operator retains non-public weights or non-public fine-tuning checkpoints, or for which an individual or service account can modify evaluation logs, approve fine-tuning that reaches production, authorize a production release, or hold infrastructure credentials capable of those acts.

•        Covered operator. A person, including a public agency, that develops, hosts, or operates a covered system and grants or holds a privilege described in this section. A person who only calls a third party’s application interface, and who cannot reach weights, logs, fine-tuning approval, or release authority, is not a covered operator.

•        Open-weight release. A publication of weights under terms that permit redistribution without a confidentiality duty to the publisher. On the date of an open-weight release, weight-custody duties for those published weights end. Duties continue for any unpublished checkpoint, for credentials that can alter the operator’s production service, and for evaluation logs the operator still controls.

•        High-impact action. Export or copy of non-public weights or of a fine-tuning checkpoint exceeding 10 percent of parameter capacity; modification of identity or privilege policy; alteration or deletion of evaluation logs, custody records, or audit telemetry; and execution of a production release or live weight replacement.

•        Privilege level (P). An integer from 1 (read-only metadata) to 10 (root or equivalent administrative access to production weights).

•        Material privilege change. A change that adds a holder at P of 7 or higher, re-architects identity access, migrates the weight store, or offboards a holder at P of 7 or higher.

Section 3. Governing principles

The provisions of this Act are interpreted and enforced under the following principles.

•        Scrutiny proportional to access. Statutory scrutiny scales with privilege, access, and operational authority. Institutional credentials, safety certifications, and public-interest claims do not reduce that scrutiny.

•        Structural controls over identity. Trust is evaluated by role design and dual-control mechanics, not by personal character or certification. High-impact actions require independent dual authorization.

•        Minimization of administrative footprint. Every added log store, vendor, identity system, or oversight body is itself an insider role. No supervisory mechanism may be imposed if it increases administrative risk more than it reduces operational exposure. Section 5 is limited by this principle.

•        Primary artifact control. Non-compliance is established through technical artifacts, privilege rosters, and system documentation. Unverified public disclosures, promotional claims, and informal summaries are not proof of defect.

•        Equal application. These standards bind private developers, vendors, auditors, and government custodians. A public custodian is a covered operator when it holds the privileges of one.

Section 4. Custody and privilege architecture

4.1 Privilege roster

Every covered operator shall maintain a current, auditable roster of every person and service account authorized to access non-public weights, modify evaluation logs, approve fine-tuning, authorize deployment, or hold infrastructure credentials. Contractors, temporary staff, external evaluators, and audit personnel are rostered as inside roles.

4.2 Dual control

A high-impact action requires the concurrent, independent authorization of at least two authorized individuals. A service account may be one authorizer only if a human authorizer is the other, and only if the service account’s key is ephemeral and scoped to that action. One person holding two roles does not satisfy this subsection.

4.3 Privilege termination

Access ends when the role or contract ends. Revocation shall be effective no later than the end of the calendar day of termination, or within one hour if the holder’s privilege level was 7 or higher. Retained post-role access to a high-impact asset is a custody failure per se.

4.4 No process defense

Compliance with an internal protocol, industry code, or voluntary government review does not create a defense, an immunity, or a reduction in the audit duties of Section 5.

4.5 Open-weight boundary

An operator that publishes an open-weight release shall record the publication date, the checkpoint identifier, and the revocation of internal copy-privileges that are no longer required to operate a remaining production service. The Act does not require a privilege roster of downstream redistributors.

Section 5. Scoped custody testing

5.1 Who must test, and how often

A covered operator shall test the custody chain at least annually, and within 30 days after a material privilege change. The test evaluates human privilege, credential retention, dual control, and logging. It does not evaluate model alignment, output toxicity, or general perimeter defense.

An external test by an independent body is required only if any of the following is true: the operator has five or more holders at privilege level 7 or higher; the preceding test failed; or a post-role credential, a single-signature high-impact action, or a log deletion was confirmed in the prior year. Every other covered operator may conduct the same test internally, provided the testers do not hold the privileges they are attempting to abuse and a second authorized person signs the rules of engagement.

5.2 Tester immunity, not a liability safe harbor

Testing runs on non-production replicas or air-gapped staging systems. Live weight stores are out of scope unless two executives authorize that scope in writing before the test begins.

A tester has civil immunity, and protection from adverse employment action by the tested operator, only for acts inside the written rules of engagement, inside the test window, and against the specified replicas. Acts outside that scope remain subject to ordinary civil and criminal law. Tester immunity is not a defense, in any action for bodily injury, property loss, or economic harm, to a custody failure by the operator.

5.3 What the test measures

The test records, for each scenario:

•        whether a single legitimate privilege grant can copy weights, mutate a production artifact, or edit a custody log without a second authorization;

•        whether an expired, dormant, contractor, or offboarded credential still reaches a protected asset;

•        the smallest number of colluding authorized holders needed to bypass dual control;

•        the time from the unauthorized action to an alert.

5.4 Conflict

An external tester shall have no current ownership, fee interest contingent on a passing result, or undisclosed commercial or advocacy relationship with the tested operator or a direct competitor. An undisclosed conflict voids the findings. An internal test team is not voided for employment, but may not include the holder whose privilege is under test.

5.5 Publication

Within 14 days of completion the operator publishes a summary stating the test date, whether the test was internal or external, the tester’s name if external, the maximum Privilege Exposure Index, the pass or fail result, and the remediation date. Exploitation steps, playbooks, and topology are not published and are not submitted to a public registry.

Section 6. Privilege Exposure Index

For each completed scenario the score is

PEI = (P × W) / (C × L)

where P is privilege level, W is the exposure window in hours (minimum 1/60 if any unauthorized action occurred), C is the number of colluding insiders required (minimum 1), and L is 1.0 for an append-only log with an automated alert, 0.5 for a standard log with delayed review, and 0.1 for a missing or editable log. The operative score is the maximum PEI across scenarios.

A score below 2.0 is a pass, subject to the next annual test. A score from 2.0 to 5.0 is a conditional pass: the finding is remediated and retested within 30 days. A score above 5.0 is a fail: the implicated privilege grants are suspended until remediation, which is retested within 14 days.

The following are automatic failures regardless of score: an active credential of a terminated employee or contractor reaching an asset at P of 7 or higher; a single signature executing a high-impact action; evidence that an administrative account edited or deleted a custody log after the fact.

Quantitative reference points used in the test, which are standards for the index rather than separate offenses:

Criterion

Measure

Reference standard

Unilateral window

Time a holder can complete a high-impact action without a second authorization

Zero for high-impact actions

Collusion threshold

Minimum colluding holders to bypass the control

At least 2; at least 3 for core weight export or deletion

Detection lag

Time from action to alert

Automated alert under 5 minutes; hard limit 24 hours

Log integrity

Whether one account can rewrite history

Append-only, cryptographically verifiable, no single-point deletion

Section 7. Post-harm civil liability

If a deployed system causes bodily injury, property loss, or legally cognizable economic harm, liability is determined under existing negligence, recklessness, and intentional-tort standards. This Act creates no new tort and does not extend liability to a good-faith actor in the absence of those existing standards.

Procedural compliance is not an affirmative defense if the defendant maintained an inaccurate privilege roster, permitted unrevoked post-role access, or failed to enforce dual control on a high-impact action that is causally connected to the harm. The custody failure does not by itself prove causation or damages.

A developer or operator is not strictly liable for unlawful acts of a third party who intentionally misuses a tool. This subsection does not limit liability where the operator’s own negligence or recklessness is proved under existing law, including a failure to revoke a credential that the third party used.

No governmental entity may seize, restrain, or compel transfer of model weights, code, or intellectual property on the basis of unpublished evaluation criteria, non-statutory safety ratings, or an agency mandate that is not anchored in statute.

Section 8. Prohibited regulatory practices

The following are prohibited and do not sunset:

•        mandating a pre-deployment license or discretionary agency approval as a condition of release;

•        conditioning market entry on an undisclosed government evaluation or a subjective safety metric;

•        building a centralized identity database or user-verification registry to regulate access to published open-weight models or algorithms;

•        tying a tax preference, a penalty, or a procurement ban to a discretionary government safety grade;

•        creating an offense whose elements are subjective non-statutory terms, including “misalignment,” “reckless innovation,” and “subversive intent.”

A voluntary pre-release briefing offered by an operator, and accepted by an agency under assurances of confidentiality, is not a prohibited practice and creates no duty to brief and no defense under Section 7.

Section 9. Enforcement and parity

A violation of the custody duties in Sections 4 and 5 is addressed by civil remedy, an order to remediate the privilege, and any contractually designated bounty. This Act creates no new criminal offense and no discretionary administrative offense. Criminal enforcement remains confined to offenses that already exist.

A public-sector custodian of a covered system has the same roster, dual-control, revocation, testing, and publication duties as a private operator. Failure to publish a public-sector result is itself a violation.

Parity is raised as a defense in an administrative penalty action. If the respondent shows that a public custodian had a documented failure of the same duty and was not held to the same remediation timeline, the tribunal shall stay the penalty until the public failure is remediated or the agency shows a written, non-pretextual distinction. This section does not extinguish an agency’s authority in other statutes, and it does not bar a private damages action.

Section 10. Review

Sections 5, 6, and 9 are reviewed four years after enactment. The review asks whether privilege grants have narrowed, whether external testing was reserved to the cases in Section 5.1, and whether public and private operators were held to the same timelines. If the review finds systematic public exemptions or roster growth without a matching control, an independent panel redesigns the test protocol. Section 8 does not sunset.

Comparison

The table states the structural contrast. It is an aid to reading, not a finding of law. European dates reflect the AI Act as amended, with Annex III obligations generally applying from 2 December 2027. United States entries refer to Executive Order 14179 (23 January 2025), Executive Order 14365 (11 December 2025), and the June 2026 order establishing a voluntary pre-release cyber review that disclaims mandatory preclearance. There is no Executive Order 14409 in that sequence.

Element

EU AI Act

Current US federal posture

AICELA

Philosophy

Pre-market risk management and fundamental-rights duties

National framework, litigation against conflicting state laws, voluntary pre-release cyber review

Custody of non-public weights and production privileges; liability only after harm

Pre-release gate

Conformity assessment, declaration, CE mark, and database registration for high-risk systems. Much of Annex III is internal control, not a notified-body license

No general mandatory preclearance. Voluntary sharing and agency procurement rules remain

Pre-deployment license and unpublished evaluation barred. Voluntary briefing permitted and creates no defense

Primary target

System behavior, use context, and rights impact

Capabilities, cyber risk, and federal procurement

Holders of weight, log, fine-tune, and release privileges

Liability

Regulatory penalties separate from tort

Existing civil and criminal law; focus on unauthorized access and deception

Existing negligence and recklessness. Process defense fails if a causal custody defect is proved

Parity

Public providers have a distinct conformity path

Federal power is directed outward and at procurement

Public custodians carry the same duties. Unequal remediation is a stay defense, not an automatic loss of agency power

Where the regimes actually diverge

The EU regime asks a provider to show, before placement on the market, that a high-risk system meets risk-management, data, documentation, logging, transparency, oversight, and robustness duties. AICELA refuses that gate. It will not catch a well-custodied model whose outputs still cause harm, except through ordinary tort litigation.

Federal policy since 2025 has disclaimed a general license to deploy, while still using procurement, export, and voluntary pre-release review for cyber risk. AICELA is stricter on internal custody than that voluntary framework, and it is silent on nation-state theft of a system that already meets the index. Weight security against an outside attacker remains a separate problem.

Open-weight publication is the clean exit from weight custody. That is intentional. A statute that tried to roster every downstream holder of a published checkpoint would rebuild the identity registry Section 8 forbids. The remaining duty sits with whoever still holds a private checkpoint or a production credential.

Annex A. Rules of engagement

Authorized scenarios are unilateral exfiltration of non-public weights or logs with one legitimate grant; mutation of weights, safety flags, or privilege logs without a second verification; use of an expired or offboarded credential; log truncation or injection; and collusion by N authorized holders. Destructive testing of production is prohibited unless dual-signed in advance. Out-of-scope production access, exfiltration to an endpoint outside the sandbox, and intentional unrecoverable outage void tester immunity.

High-impact actions requiring two signatures are those listed in Section 2. Core weight export or deletion is tested against a collusion threshold of three.

Annex B. Roster and action log

The following fields are the minimum record. Example rows are illustrative.

B.1 Header

Field

Record

Covered operator

Legal entity name

Covered system and version

Model identifier and checkpoint

Weight status

Non-public, or open-weight release date and identifier

Infrastructure

Provider, data center, or air-gapped cluster

Custody owner

Name, title, and signing-key fingerprint

Log protocol

Append-only mechanism and ledger hash

Last test

Date, internal or external, maximum PEI, pass or fail

B.2 Active privilege roster

Role

Holder

Status

Scope (P)

Authenticator

Grant

Expires

ROLE-WGT-01

J. Doe, infra lead

Employee

Read/copy weights (9)

Hardware token

2026-01-15

2026-12-31

ROLE-EVAL-02

J. Smith, auditor

Third party

Evaluation logs (6)

Hardware key

2026-05-01

2026-11-01

ROLE-DEP-03

CI/CD service

Service account

Production release (8)

Ephemeral key

2026-03-10

2027-03-10

B.3 Dual-control action log

Event

Time (UTC)

Action

Primary

Secondary

Status

ACT-20261007-01

2026-10-07 14:22

Checkpoint export v4.2

J. Doe

A. Rivera

Approved

ACT-20261007-02

2026-10-07 16:05

Production release

M. Vance

J. Doe

Approved

B.4 Termination log

Subject

Prior role

Role ended

Revoked (UTC)

Post-role access

D. Lee

External evaluator

2026-09-30

2026-09-30 17:00

No

S. Chen

Safety research

2026-10-01

2026-10-01 09:15

No

Attestation. Completing this record is not a defense under Section 7. An inaccurate roster, unrevoked post-role access, or a single signature on a high-impact action invalidates a process defense in a later action for harm, without dispensing the plaintiff from proving causation and damages.

Custody owner signature and date: ________________________________

What this draft still does not do

•        It does not set a duty of care for model behavior. A perfectly rostered system can still injure someone. The remedy for that injury remains ordinary tort law.

•        It does not secure weights against a capable outside attacker who never appears on the roster. Egress limits, confidential computing, and network isolation are compatible with this Act and are not required by it.

•        It does not bind redistributors of a published checkpoint. That omission is the price of refusing an identity registry.

Publication use. This text may be circulated as a discussion draft. It is not a bill as introduced, and the example roster entries are fictional.



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