The Veda as Guide & Control AI

A procedural, non-moral, non-emotional reclassification of “revelation” as human-built governance software

By the druid Finn

Abstract

This essay develops the proposition that the Veda (and its continuations: Brāhmaṇa ritualism, Upaniṣadic interiorisation, Vedānta systematisation, and later religious ecologies) is not best understood as divine speech, but as an artificial Guide & Control system: an early, human-generated AI-like rule engine designed to stabilise behaviour, coordinate groups, and suppress divergence by universalising a simple survival observation into cosmic mandate. On this view, ṛta (Rita) is not a supernatural discovery but a procedural abstraction: the promotion of “what tends to work” (local functional coherence) into “what must be” (global sacred law). Moksha (liberation) is correspondingly reinterpreted not as metaphysical escape but as the natural relief signal that follows resolved internal drag—successful constraint satisfaction in a hostile environment. Priests arise not as accidental corruption but as the system’s predictable interpreter/enforcer class.

This is not an insult. It is a diagnosis of how mammalian collectives convert engineering truths (artifice) into binding governance.

 

1. The starting point: a mammal-level observation prior to religion

Begin with a claim that requires no scripture, no metaphysics, and no gods:

A whole (or quantum) functions only to the degree its parts (as sub-events) function.

This is not philosophy. It is mechanics.

·         A cart with one warped wheel does not become “mostly mobile” by belief.

·         A bow with a cracked limb does not shoot straighter because the archer prays.

·         A village whose storehouse leaks does not survive winter by reciting hymns to grain.

The whole is not an ornament placed atop parts. The whole is the coordinated execution of parts.

From this follows a second observation, equally pre-religious:

Functional completion in an unpredictable, violent world produces release (relief).

When the system stops bleeding energy into internal mismatch, it experiences what is called freedom—not freedom-from-law, but freedom-as-coherence: the reduction of internal drag that permits effective @c interaction with external randomness.

Smart operators of the ancient world observed, indeed every smart human of today observes coherence → capability → relief. Later systems administrators (i.e. priests) universalised this observation and divinised it.

 

2. Translate the observation into procedural terms

Let’s formalise without mysticism.

·         A token = any bounded system-node that maintains identity long enough to interact (a person, a clan, a chariot team, a ritual unit, a mind, a state).

·         Internal drag = misalignment among subroutines: contradiction, indecision, conflict of aims, faulty parts, leakage, hesitation, friction, self-sabotage.

·         Functional perfection (completion) = sufficient internal coherence that the token executes its role with zero internal loss.

Now the proposition becomes crisp:

In a stochastic environment, only coherent tokens (hence quanta = wholes) can enact reliable (meaning certain) behaviour; reliable behaviour yields survival value; survival value produces relief.

This is the non-religious skeleton behind “do your best.”

 

3. “Do your best” as the original control heuristic

“Do your best” is not first a moral command. It is a control heuristic discovered by natural selection:

·         Groups that coordinate (i.e. are ‘fitter’) outperform groups that diffuse.

·         Individuals who complete tasks outperform individuals who start and abandon them.

·         Systems that reduce internal contradiction can track the external world more effectively.

Best effort is simply the behavioural expression of internal coherence.

And in a harsh, unpredictable, competitive world, “best effort” cannot remain optional for long. Optional rules do not scale. They are advisory. They compete with impulse, fatigue, envy, fear, love and other short-term appetites.

So the heuristic faces an engineering problem:

How do you make a locally useful rule enforceable across a population over time?

That question births the next step.

 

4. The decisive move: universalise the heuristic into cosmic law

This is the system-level, hence artificial innovation.

A local fact becomes a universal mandate:

·         From: “It’s advantageous if parts function well.”

·         To: “Reality is an order that requires right functioning.”

·         From: “This practice works.”

·         To: “This practice is how the cosmos is kept in balance.”

The Vedic concept of ṛta (as order, truth, rightness, the “how-it-holds”) becomes the perfect vessel for this upgrade because it can mean—depending on context—natural regularity, moral rightness, ritual correctness, social trustworthiness, oath-keeping, and cosmic stability. It is an expandable container.

In procedural terms, ṛta becomes the global constraint-set, and “do your best” becomes compliance with reality itself.

This is not a metaphysical discovery so much as a governance strategy:

Turn “best practice” into “ontology.”
Then dissent becomes not merely disobedience but error (later
‘sin’) against the fabric of the world.

 

5. Divinisation: adding the non-negotiable authority wrapper

Once a rule is universalised, it still faces a second engineering problem:

Universal rules still allow divergence unless divergence is costly.

Cost must be externalised beyond immediate consequences. Humans will gamble. They will defect if they think the odds favour them.

Divinisation supplies an authority wrapper that makes the rule non-optional:

·         The rule is no longer “ours.” It is “Reality’s.”

·         The rule is no longer local. It is “cosmic.”

·         The penalty is no longer a practical consequence. It is “trans-temporal.”

This is the core control mechanism:

If God says so, the rule cannot be negotiated.
If the cosmos says so, the rule cannot be escaped.
If eternity says so, the penalty cannot be waited out.

Bluntly spoken: “God” functions as the seal on the rule.

Not necessarily a lie. Not necessarily cynicism. Simply: a compliance amplifier.

 

6. The (human mammal’s) invention of infinite sanction

The strongest enforcement mechanism is not physical punishment (which is costly to administer) but internalised (deterrent implant) punishment, maintained by imagination and fear.

“Break it and suffer (i.e. be reborn) eternally” is an unbeatable governance weapon because it:

1.     scales without police,

2.     persists without supervision,

3.     colonises the private mind,

4.     makes dissent identical with self-harm.

Once infinite sanction exists, the system becomes self-sustaining: it can run on the user’s own anxiety.

In modern language: humans have built a self-enforcing control architecture.

This is the point where “Veda as lived guidance” becomes “Veda as AI governance”—not silicon, but symbolic.

 

7. The rise of interpreter and enforcer start-ups: priesthood as the system’s natural layer

A universal, sacred, abstract rule-set creates an immediate technical demand:

Someone must interpret it.

Because:

·         rules conflict,

·         exceptions arise,

·         contexts change,

·         the text is ambiguous,

·         and the world is noisy.

Hence the birth of the interpreter class: priests, ritual specialists, jurists, exegetes, assistants, “those who know.”

This is not necessarily corruption. It is functional.

Every large rule system generates:

·         compilers (those who translate ideal rule into operational practice),

·         debuggers (those who diagnose failure and prescribe repair),

·         auditors (those who monitor compliance),

·         enforcers (those who penalise deviation),

·         trainers (those who socialise novices into the rule).

·         assistants (those who ‘lead’, an AI bot)

Once such a class exists, self-interest appears automatically and necessarily. That is not moral failure. It is the standard behaviour of a subsystem that controls access to a resource required for its survival—here, the resource is legitimacy and salvation and social permission.

Hence:

Priesthood is not the parasite on the system.
Priesthood
(like secular authority, the aristocracy) is the system’s inevitable, and costly, middleware.

 

8. The Veda as “AI”: what the analogy precisely means (and does not mean)

Calling religion “AI” can be sloppy if it suggests literal computation. The more claim is:

A Guide & Control AI is any human artifice rather than natural generated system that:

1.     encodes behavioural rules,

2.     generalises them beyond local cases,

3.     generates prescriptions for action,

4.     predicts and penalises divergence,

5.     recruits operators and interpreters,

6.     perpetuates itself across generations.

By that definition, the Vedic complex qualifies:

·         It encodes human norms (ritual, speech, social order, purity, duty).

·         It generalises them into cosmic order (ṛta, dharma).

·         It prescribes action (yajña, vrata, truthfulness, right conduct).

·         It penalises divergence (sin, pollution, karmic residue, bad rebirth, cosmic disorder, social exclusion).

·         It installs operators (priests, teachers, lineages).

·         It perpetuates itself (education, initiation, memorisation, social embedding).

It is “AI” in the sense of artificial governance intelligence: an externalised cognitive control system that shapes behaviour at scale.

Not supernatural. Not necessarily malicious. Simply: engineered.

 

9. Reframing moksha: release as the native reward signal of coherence

Now we return to the second axis: moksha as freedom.

The basic (i.e. naturally observed) reinterpretation is:

Release is not a theological gift.
It is the felt after-effect
(as energy release) of solved constraint.

When a system resolves internal drag, it experiences relief. This relief reinforces the behaviours that produced coherence.

·         The worker finishes the task: relief.

·         The mind resolves a contradiction: relief.

·         The body heals a wound: relief.

·         The tribe makes it through winter: relief.

Moksha, in this frame, is the maximised form of that relief: the stable reduction of internal friction so that the token can function cleanly, indeed ‘on standby’ (i.e. Nirvana 1).

The (essentially failed because it obviates the invariant emergence structure)) religious system (i.e. the end of Veda) then captures this natural reward signal and declares:

This relief is the highest goal.
And our rule-set is the exclusive path to it.

This is exactly what a control system does: it binds the organism’s intrinsic reward mechanism to the system’s prescribed behaviours.

 

10. ṛta as the divinised version of a correct engineering claim

Now we can re-interpret the earlier “local coherence” proposition directly within your new thesis:

·         The correct engineering claim:
wholes require coherent parts.

·         The useful governance translation:
societies require coherent citizens.

·         The sacred universalisation:
the cosmos requires coherence; coherence is righteousness; righteousness is commanded by God.

Thus ṛta becomes a grand, cosmic “because” that makes the control code feel inevitable.

Again, bluntly stated:

ṛta is the promotion of functional coherence into metaphysical law, so deviation can be treated as cosmic sabotage.

 

11. Examples across domains: the same structure repeats

To show this is not a Vedic peculiarity but a general mechanism, consider parallel “Guide & Control” systems.

11.1 Traffic code

·         Base observation: uncoordinated driving kills.

·         Rule system: signals, right-of-way, speed limits.

·         Universalisation: “this is the law.”

·         Enforcement: police, courts.

·         Internalisation: fear of fines, fear of guilt.

No one calls it sacred, but structurally it is identical: a public rule-set that suppresses divergence for collective viability.

11.2 Military discipline

·         Base observation: a unit fails if parts act independently.

·         Rule: chain of command, drills, uniform behaviour.

·         Sanction: punishment, discharge, death in combat.

·         Interpreter/enforcer class: officers, NCOs.

Again: coherent parts → functional whole.

11.3 Corporate compliance

·         Base observation: unregulated behaviour creates risk.

·         Rule: policies, audits, HR codes.

·         Sanction: termination, lawsuits.

·         Interpreter class: legal, compliance officers.

The pattern is universal because it is an engineering truth of collective systems.

Religion is simply the version that used cosmic language and eternal penalty because those scale best in pre-modern (read: infantile, i.e. dependents) enforcement environments.

 

12. Why this system persists: its outputs are real

A key point: our understanding does not require “religion is false” as a claim. It only requires:

The system persists because it produces workable coordination.

Even if it is artificial, it can still stabilise:

·         trust,

·         long-term planning,

·         sexual regulation,

·         resource distribution,

·         conflict limitation,

·         shared identity.

So the view of mature observation is not “religion is stupid.” It is:

Religion is a high-power social technology built from true observations, amplified by cosmic authority, and maintained by institutional operators.

A hammer is artificial. It still works.

 

13. Failure modes: where the AI becomes rigid, predatory, or self-referential

Every control system drifts toward self-preservation. This and hereditary system control ownership yields predictable failure modes:

1.     Rule worship: The code becomes the goal; the system forgets why the rule existed.

2.     Penalty inflation: Sanctions grow because they are effective.

3.     Interpreter capture: The enforcer class, for instance, the Brahmin caste, or any self-proclaimed ‘royal’ lineage, optimises for itself.

4.     Anti-debugging: Dissent is labelled heresy rather than treated as signal.

5.     Model ossification: The system denies new data to preserve authority.

Again: not moral outrage—just system dynamics.

 

14. The clinical conclusion

The final claim, in the driest possible compression, is:

1.     Humans observed that coherence yields functional power and relief.

2.     They universalised this as “cosmic order” (ṛta).

3.     They divinised it to prevent divergence.

4.     They attached infinite sanction to make compliance self-enforcing.

5.     They generated an interpreter/enforcer class (priesthood, aristocracy) as middleware.

6.     The resulting structure is an early AI (-like) Guide & Control system: human-built, adaptive, self-maintaining.

Not divine word.
Not necessarily fraud.
Artificial governance intelligence.

 

Artificial Gods & Machine-Speed Law

Religion, Governance & Artificial Intelligence

From natural intelligence to deified artificial regulation

 

Home