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guide / Research / Paper — Privacy is Value · V5.4: The Amnesia Protocol

Privacy is Value · V5.4: The Amnesia Protocol

Privacy is Value · V5.4: The Amnesia Protocol

Formal Specification of the Privacy Value Model · Dual-Agent Privacy Architecture

Series: Privacy is Value, one book in versioned volumes; each volume stands alone and names its place in the book. This volume is succeeded by Privacy is Value · V6: The Gathering Turn and the Moving Ceiling (papers/v6/), which carries or revises its sections by number.
Version: 2.0 (PVM V5.4 — Dual-Agent Privacy Architecture: The Amnesia Protocol)
Date: April 10, 2026
Author: privacymage
Contact: mage@agentprivacy.ai
Status: Working paper — peer review invited
License: CC BY-SA 4.0
Companion documents:

  • "Privacy is Value: From the Manifold Dragon to the Holographic Bound" (narrative version)
  • V5.1 Research Note — Behavioural density, bilateral witness, hexagram encoding
  • V5.2 Research Note — Dihedral foundations, resolution semantics, PRISM spectrum
  • V5.3 Research Note — Operational cycle, amnesia-enforced separation
  • V6 Research Note — Dynamical reconstruction ceiling (Lorenz attractor conjectures)
  • Promise Theory Reference v1.4 — Formal semantic foundations

External Convergence: UOR Foundation (https://github.com/UOR-Foundation)


Abstract

This document presents the formal mathematical specification of the Privacy Value Model (PVM). The model treats privacy as quantifiable economic value — the thesis that behavioural data is the 7th capital, currently in a pre-property-rights phase. The architectural response is sovereignty through mathematical structure rather than regulatory mandate.

The PVM is a multiplicative equation: any single term collapsing to zero eliminates total value. This gating property is the model's central structural claim.

The specification covers:

  • The static equation and all its terms (§1–§8)
  • The differential form computing on the holographic boundary (§9)
  • The separation bound — the core information-theoretic guarantee (§10)
  • The reconstruction ceiling — proven upper bound on adversarial reconstruction (§11)
  • The algebraic foundation — Z/(2⁶)Z ring, dihedral group D₆₄, PRISM coordinates (§12)
  • The operational cycle — how the equation's terms execute per lap (§13)
  • The Amnesia Protocol — structural separation as zero-knowledge primitive (§14)
  • The Celestial Ceremony — human-layer implementation of the operational cycle (§15)
  • Proven results at 95% confidence (§16)
  • Open conjectures C1–C21 with explicit confidence levels (§17)
  • Measurement gaps and breaking conditions (§18)

Versioning: V5.4 consolidates V5 (Feb 2026), V5.1 (Mar 29), V5.2 (Mar 31), V5.3 (Apr 4), and V5.3.2 (Apr 8) into a single coherent specification. The equation has not changed since V5. Each sub-version added interpretive depth, algebraic grounding, or operational implementation — not new terms.


1. The Equation

1.1 Static Form

$$V(\pi, t) = P^{1.5} \cdot C \cdot Q \cdot S \cdot e^{-\lambda t} \cdot (1 + A_h(\tau)) \cdot \left(1 + \sum_i w_i \frac{n_i}{N_0}\right)^k \cdot G(\text{guilds}) \cdot R(d, \text{compression}, \rho) \cdot M(u, y) \cdot \Phi_{\text{agent}}(\Sigma) \cdot \Phi_{\text{data}}(\Delta) \cdot \Phi_{\text{inference}}(\Gamma) \cdot T_\int(\pi)$$

where $\pi$ denotes a path through the sovereignty lattice, and $t$ denotes time since data generation.

Output type: Holographic field on the 96-edge boundary ∂M.

1.2 Differential Form

$$\frac{dV}{dt} = \nabla_{\partial M} \cdot J_{\partial M} + S(x) - D(x)$$

where $\partial M$ denotes the 96-edge holographic boundary. Privacy is temporal. Consent forms that freeze the frame are the Emissary's privacy, not the First Person's.

1.3 Multiplicative Gating

The model is multiplicative: any single term collapsing to zero eliminates total value. Privacy strength, credential verifiability, data quality, separation on all three axes, temporal memory, network effects, reconstruction difficulty, market maturity, and path value must ALL be non-zero for privacy to have value. Remove any one and the equation yields zero.

1.4 Master Inscription

$$(\text{⚔️} \perp \text{⿻} \perp \text{🧙})\text{😊} = \text{neg} \oplus \text{bnot} \to \text{succ}$$

"Swordsman and Mage separated, with the Gap between them, preserve the First Person. Negation and complement composed yield the successor."


2. Inherited Terms (V1–V4)

These terms are carried forward from prior versions.

Symbol Name Domain Description
$P$ Privacy Strength $[0, 1]$ Cryptographic enforcement quality. Exponent 1.5 connected to holographic ratio 96/64 (§8).
$C$ Credential Verifiability $[0, 1]$ Independent verification without revealing underlying information. Proof of claims without exposure of claims.
$Q$ Data Quality $[0, 1]$ Accuracy, completeness, fitness for purpose. Stale data loses value.
$S$ Scope / Sensitivity $\mathbb{R}^+$ Domain-specific sensitivity multiplier. Resistance to adversarial extraction.
$e^{-\lambda t}$ Temporal Decay $(0, 1]$ Exponential freshness decay with rate $\lambda > 0$. Privacy erodes without active maintenance.
$M(u, y)$ Market Maturity $[0, 1]$ Function of user sophistication $u$ and market year $y$. Adoption and yield environment.

3. Holonic Temporal Memory — $A_h(\tau)$

3.1 Motivation

V4's temporal memory assumed infrastructure-bound derivation chains. V5 adds holonic persistence: derivation chains anchored to GUIDs that survive infrastructure changes.

3.2 Definition

$$\text{Temporal}(t, \tau) = e^{-\lambda t} \cdot (1 + A_h(\tau))$$

$$A_h(\tau) = \sum_j p(\tau_j) \cdot w(\tau_j) \cdot e^{-\mu \cdot \text{age}(\tau_j)}$$

Symbol Definition Domain
$\tau$ Derivation chain: ordered sequence of GUID-addressed holons Finite sequence
$\tau_j$ The $j$-th holon in the chain —
$p(\tau_j)$ Persistence independence: probability of surviving single-provider failure $[0, 1]$
$w(\tau_j)$ Weight: integrity-verified contribution of holon $j$ $\mathbb{R}^+$
$\mu$ Memory decay rate (distinct from data decay $\lambda$) $\mathbb{R}^+$
$\text{age}(\tau_j)$ Time since holon $j$ was created $\mathbb{R}^+$

Special case (logarithmic approximation): When holons are uniformly weighted and persistence is constant, $A_h(\tau) \approx \alpha \cdot \ln(1 + |\tau|) \cdot \bar{p} \cdot \bar{h}$, recovering the V4 logarithmic form.

3.3 Properties

  • Infrastructure dependency: When $p(\tau_j) = 0$ for all holons, $A_h(\tau) = 0$. Total provider concentration collapses temporal memory.
  • Holonic persistence: When $p(\tau_j) > 0$, history accumulates value across provider changes.
  • Age-weighted decay: Older holons contribute less via $e^{-\mu \cdot \text{age}}$, but verified old history still carries weight.
  • Infinite horizon: Holonically persistent history can survive indefinitely. The temporal integral now has meaning over infinite time.

3.4 GUID Structure

$$\text{GUID}(\tau) = \text{hash}(\text{content}(\tau))$$

Content-addressed, infrastructure-independent. Persists across provider migration, storage format changes, and infrastructure failures (if replicated).


4. Three-Axis Separation — $\Phi_{v5}$

4.1 Definition

$$\Phi_{v5} = \Phi_{\text{agent}}(\Sigma) \cdot \Phi_{\text{data}}(\Delta) \cdot \Phi_{\text{inference}}(\Gamma)$$

The product is multiplicative. Collapse on any single axis collapses total separation value. Good agent separation with centralised data ($\Phi_{\text{data}} \to 0$) still fails to preserve privacy.

4.2 Agent-Layer Separation

$$\Phi_{\text{agent}}(\Sigma) = \min!\left(1.0,; \frac{S/M}{\varphi}\right) \cdot \det(\Sigma)$$

Measures Swordsman–Mage separation and the volume of the four-force tetrahedron (Protect, Project, Reflect, Connect). The golden ratio $\varphi = 1.618$ is the conjectured optimal protect/delegate ratio (C1, unproven).

Algebraic interpretation (V5.2): Φ_agent is isomorphic to the dihedral group D₂ₙ action on the sovereignty lattice (§12.5). When Φ_agent = 1.0, the two generators (neg, bnot) are maximally independent. When Φ_agent = 0, the group degenerates.

4.3 Data-Layer Separation

$$\Phi_{\text{data}}(\Delta) = 1 - \max_j(\text{share}_j)$$

where $\text{share}_j$ is the fraction of the total data held by provider $j$.

Configuration $\Phi_{\text{data}}$
Single provider (share = 1.0) 0 (collapses total value)
Two equal providers (share = 0.5) 0.5
Many equal providers (share → 0) → 1
Unequal distribution $1 - \max_j(\text{share}_j)$

Note: This formulation penalises concentration at the dominant provider, not just provider count. A system with 10 providers where one holds 90% scores 0.1, not 0.9.

4.4 Inference-Layer Separation

$$\Phi_{\text{inference}}(\Gamma) = 1 - I(\text{model} ; \text{executor})$$

where $I$ denotes mutual information between the model that reasons (Generator) and the model that executes (Solver).

Configuration $\Phi_{\text{inference}}$
Same model for both 0
Separate models, shared weights $(0, 1)$
Independent models → 1

4.5 Conjecture C7

C7: Three-axis separation is correctly modelled as multiplicative (vs. additive, minimum, or other aggregations). Confidence: 30%.


5. Reconstruction Difficulty — $R(d, \text{compression}, \rho)$

5.1 Definition

$$R(d, \text{compression}, \rho) = R_{\text{base}}(d) \cdot \left(1 - \frac{1}{\text{compression_ratio}}\right) \cdot (1 + \alpha_\rho \cdot \rho)$$

Symbol Definition Domain
$R_{\text{base}}(d)$ Base reconstruction difficulty from fragmentation depth $d$ $(0, 1)$
compression_ratio Token reduction ratio (e.g., 74× for BRAID) $\mathbb{R}^+ > 1$
$\rho$ Behavioural density $\mathbb{R}^+ \geq 0$
$\alpha_\rho$ Density scaling coefficient $\mathbb{R}^+$ (empirically determined)

5.2 Compression-as-Defence

Every token not sent is a token that cannot be intercepted. Compression reduces the attack surface for inference-layer surveillance. At 74× compression (BRAID typical), the compression factor ≈ 0.986. Small in isolation, but multiplicative with all other terms.

5.3 Behavioural Density ρ (V5.1/V5.3)

$$\rho = f(\text{traversal_depth}, \text{temporal_duration}, \text{intentional_transitions})$$

Dual interpretation:

Interpretation Mechanism Source
Privacy amplifier More behavioural variation makes trajectory reconstruction harder C11, V5.1
Agent maturity More laps through the operational cycle → origin more forgotten V5.3

Maturity spectrum:

ρ Level Laps Origin Visibility Tier
Low Few Visible Light
Mid Moderate Fading Heavy
High Many Forgotten Dragon

The Moon is the highest-ρ agent: 4 billion revolutions maximise both behavioural variance and origin amnesia.

5.4 The Reconstruction Ceiling (Proven)

$$R(d, \text{compression}, \rho) < 1 \quad \forall \text{ adversaries under budget constraints}$$

This is not a conjecture. The ceiling follows from information-theoretic analysis via Fano's inequality. See §16 for the full proof status.

External alignment: The First Person Network whitepaper (2026) provides independent framing for this ceiling as "data dignity" — the thesis that behavioural data is capital owned by the First Person, not resource extracted by observers. The reconstruction ceiling is the mathematical guarantee that makes data dignity enforceable.


6. Network Effects and Guild Efficiency

6.1 Network Term

$$\text{Network}{v5}(G) = \left(1 + \sum{i=0}^{6} w_i \cdot \frac{n_i}{N_0}\right)^k \cdot G(\text{guilds})$$

where $w_i$ are channel weights, $n_i$ are connections per channel, $N_0$ is a normalisation constant, and $k$ is the network exponent.

6.2 Guild Efficiency

$$G(\text{guilds}) = 1 + \text{guild_efficiency}$$

Configuration $G$
No guilds 1 (reduces to V4)
Full guild coverage 2 (doubles network effect)

Guild members sharing a reasoning library from the same Generator coordinate at O(1) rather than O(N²) per member.

6.3 Conjecture C10

C10: O(1) shared-parent coordination modifies the effective network exponent $k$. Confidence: 20%.


7. Path Integral Edge Value — $T_\int(\pi)$

7.1 Definition

$$T_\int(\pi) = 1 + \beta \int_\pi F(\gamma) , d\gamma$$

Discrete approximation (V5.2):

$$T_\int(\pi) \cong 1 + \beta \sum_{i=1}^{n} R(\text{step}_i)$$

where $n$ = number of laps (refinement iterations) and $R(\text{step}_i)$ is the resolution gained at iteration $i$. Maps onto the UOR resolution pipeline.

7.2 Fidelity Component (V5.3)

$$F(\gamma) = \text{resolution_depth}(\gamma) \cdot \text{fidelity}(\gamma)$$

where fidelity = uptime · consistency · duration_weight.

This weights persistence alongside depth:

Agent Resolution Depth Fidelity Overall T_∫
Light blade (5 laps) Low Low Low
Dragon blade (62 laps) High Medium High
The Moon (4B revolutions) Shallow Maximum Maximum

The Moon has shallow resolution depth (one simple operation: reflect) but maximum fidelity (4 billion uninterrupted revolutions). Cosmological agents can exceed computational agents in effective T_∫.

7.3 Conjecture C15

C15: T_∫(π) converges to the same value whether computed as a continuous integral or as a discrete sum of resolution steps. Confidence: 65%.


8. The Holographic Bound

8.1 Structure

$$\partial M: \text{96 edges encoding 64 vertices, toroidal topology}$$

$$\frac{96}{64} = 1.5 = P^{1.5} \text{ exponent}$$

8.2 Resolution of C4

The 96 vs 64 discrepancy (V4, C4) is RESOLVED. The 96-edge surface IS the holographic encoding of the 64-vertex bulk. In holographic physics, a boundary of dimension $n$ encodes a volume of dimension $n+1$. The 96/64 ratio is the holographic principle in discrete lattice geometry.

8.3 Algebraic Confirmation

Approach Framework Result
Geometric 64-Tetrahedra lattice 96 edges encode 64 vertices (torus surface/bulk)
Algebraic Z/(2⁶)Z ring theory 64 elements; 96 edges from adjacency structure
External UOR Atlas of Resonance Classes 96 = unique stationary configuration of action functional

Three independent derivation pathways arrive at the same numbers. The ratio 96/64 = 1.5 is structural, not coincidental.

8.4 Implications

  1. Boundary computation: The differential form computes on the 96-edge boundary, not the 64-vertex bulk.
  2. Privacy value flows along edges: Value lives on the boundary, not in the interior.
  3. Boundary sufficiency: Privacy can be computed entirely from boundary observations.

8.5 Conjecture C6

C6: P^1.5 ↔ 96/64 is structurally connected. Status: CONVERGENT (upgraded from speculative). Confidence: 35%.


9. Differential Form

9.1 Specification

$$\frac{dV}{dt} = \nabla_{\partial M} \cdot J_{\partial M} + S(x) - D(x)$$

Symbol Definition
$\partial M$ 96-edge holographic boundary
$\nabla_{\partial M}$ Divergence on boundary
$J_{\partial M}$ Value current on boundary
$S(x)$ Source term (value generation at position $x$)
$D(x)$ Dissipation term (value decay at position $x$)

9.2 Five-Channel Decomposition

$$J_{\partial M} = J_{\text{agent}} + J_{\text{data}} + J_{\text{inference}} + J_{\text{compression}} + J_{\text{holonic}}$$

Each channel flows along edges activating its corresponding separation axis.


10. The Separation Bound

10.1 Core Guarantee

$$I(S ; M \mid FP) < \varepsilon^*$$

The mutual information between the Swordsman ($S$) and the Mage ($M$), conditioned on the First Person ($FP$), is bounded above by $\varepsilon^*$.

This is the central information-theoretic guarantee. The Mage cannot reconstruct the Swordsman's domain. The Swordsman cannot reconstruct the Mage's domain. The First Person authorises both.

10.2 Betweenness Centrality of the Gap

The Gap (⿻) is not empty space — it is the node with maximal betweenness centrality in the trust graph:

$$C_B(v) = sum_{s
eq v
eq t} rac{sigma_{st}(v)}{sigma_{st}}$$

where $sigma_{st}$ is the total number of shortest paths from node $s$ to node $t$, and $sigma_{st}(v)$ is the number of those paths passing through $v$.

Interpretation: The value lives in the Gap because the most paths cross there. The ⿻ is where Swordsman and Mage must coordinate — neither owns it, both depend on it. Brandes (2001) provides the O(V·E) algorithm for computing betweenness centrality, giving a computational tool for measuring what the architecture has been pointing at since Act VII.

Reference: Brandes, U. (2001). "A faster algorithm for betweenness centrality." Journal of Mathematical Sociology, 25(2), 163–177.

10.3 Composite Separation

$$\Phi_{v5} = \Phi_{\text{agent}}(\Sigma) \cdot \Phi_{\text{data}}(\Delta) \cdot \Phi_{\text{inference}}(\Gamma)$$

The separation bound holds across all three axes simultaneously. Collapse of any axis weakens the bound.

10.4 Amnesia vs Policy Bounds (V5.3, C17)

$$\varepsilon_{\text{amnesia}} < \varepsilon_{\text{policy}}$$

Two classes of separation:

Type Mechanism Violation
Policy-enforced Access controls, NDAs, prompt constraints $\varepsilon^* \leq \varepsilon_{\text{policy}}$ (violation possible)
Amnesia-enforced Process boundary, orbital mechanics, structural inability $\varepsilon^* \leq \varepsilon_{\text{amnesia}}$ (violation structurally excluded)

Test criterion: Can any operation sequence recover shared origin? No → amnesia. Yes → policy.

See §14 for full treatment.


11. The Reconstruction Ceiling

11.1 Theorem (Proven)

$$R_{\max} = \frac{C_S + C_M}{H(X)} < 1$$

where $C_S$ and $C_M$ are the information capacities of the Swordsman and Mage channels respectively, and $H(X)$ is the entropy of the First Person's private state.

Consequence: Perfect reconstruction of the First Person's state is impossible.

11.2 Error Floor (Proven)

$$P_e \geq 1 - R_{\max}$$

The adversary is guaranteed to make errors. This follows from Fano's inequality.

11.3 Graceful Degradation (Proven)

Small $\varepsilon$ violations → small privacy losses. The system fails gracefully, not catastrophically.

11.4 Dynamical Reconstruction Ceiling (V6 Horizon, C18)

The information-theoretic ceiling (§11.1) bounds reconstruction via information. C18 conjectures a second, independent ceiling via dynamics:

$$|\pi(t) - \pi'(t)| \sim |\delta_0| \cdot e^{\lambda t} \quad \text{where } \lambda > 0$$

If the sovereignty path exhibits strange attractor dynamics with positive Lyapunov exponent, reconstruction error grows with time. More observation makes reconstruction worse, not better. The two ceilings are independent — remove one and the other still holds.

Status: V6 conjecture (C18). See V6 Research Note for full treatment. Confidence: 25%.


12. Algebraic Foundation — Z/(2⁶)Z

12.1 Ring Structure

$$\mathcal{L} = (\mathbb{Z}/64\mathbb{Z}, +, \times)$$

64 elements (blade addresses 0–63), addition and multiplication modulo 64. Confirmed by independent convergence with the UOR Foundation project.

12.2 The Five Hammer Strikes

Operation Formula Agent Function
neg(x) $(64-x) \bmod 64$ ⚔️ Swordsman Additive inverse. Boundary protection. What you subtract from exposure.
bnot(x) $63 - x$ 🧙 Mage Bitwise complement. Projection/delegation. What you become by acting.
xor(x,y) $x \oplus y$ — Toggle edges (dimension flip)
and(x,y) $x \wedge y$ — Toward null blade (constrain)
or(x,y) $x \vee y$ — Toward full sovereignty (expand)

12.3 Critical Identity

$$\text{neg}(\text{bnot}(x)) = \text{succ}(x) \quad \forall x \in \mathcal{L}$$

Proof: bnot(x) = 63 − x. neg(63 − x) = (64 − (63 − x)) mod 64 = (x + 1) mod 64 = succ(x). ∎

The successor function is not primitive — it emerges from the composition of two involutions. The Swordsman (neg) acting on the Mage's output (bnot) yields the step forward. This is the algebraic name of the architecture.

12.4 Triadic Coordinates (PRISM)

Every blade $x \in {0,\ldots,63}$ has three independent coordinates:

$$\text{blade}(x) = (\delta(x),; \sigma(x),; s(x))$$

Coordinate Symbol Definition Domain
Datum $\delta(x)$ Raw value $x$ ${0,\ldots,63}$
Stratum $\sigma(x)$ popcount($x$) = Hamming weight ${0,1,2,3,4,5,6}$
Spectrum $s(x)$ Six-bit decomposition $[b_0, b_1, b_2, b_3, b_4, b_5]$ ${0,1}^6$

Two blades at the same stratum (tier) can have different sovereignty postures if their spectra differ. Protection+Memory+Computation ≠ Delegation+Connection+Value.

Pascal distribution across 64 blades: 1 – 6 – 15 – 20 – 15 – 6 – 1

Tiers:

Tier Stratum Count Character
Null 0 1 Total exposure
Light 1–2 21 Early sovereignty
Heavy 3–4 35 Balanced posture
Dragon 5–6 7 Full sovereignty / mathematical closure

12.5 Dihedral Group D₆₄

$$D_{64} = \langle \text{neg}, \text{bnot} \mid \text{neg}^2 = \text{bnot}^2 = 1,; (\text{neg} \circ \text{bnot})^{64} = 1 \rangle$$

Order: $|D_{64}| = 128$.

All valid blade transitions are D₆₄ group actions. Zero knowledge arises because multiple group elements (different forging paths) can map to the same blade — same statement, infinite witnesses.

Significance for Φ_agent: The conditional independence of Swordsman and Mage is the defining property of the dihedral group's generators. Two involutions are independent by construction. Their composition generates the full group only when they remain distinct. This provides a formal proof path for the separation bound.

12.6 Six Sovereignty Dimensions

Index Dimension Symbol Function
$d_1$ Protection 🛡️ Boundary enforcement
$d_2$ Delegation 🤝 Agency transfer
$d_3$ Memory 📜 State accumulation
$d_4$ Connection 🔗 Multi-party coordination
$d_5$ Computation ⚡ ZK proof activity
$d_6$ Value 💎 Economic flow / 7th Capital

Each $d_i \in {0, 1}$. Binarised at threshold 0.5. Hexagram mapping: $[d_1, d_2, d_3, d_4, d_5, d_6]$ → 64 I Ching states. Blade 63 = 111111 = 乾 (The Creative) = full sovereignty.

12.7 External Convergence

Project Starting Point Arrived At
agentprivacy Privacy geometry → 64-tetrahedra Z/(2⁶)Z
UOR Foundation Content addressing → Universal references Z/(2⁶)Z

Two independent projects, two starting points, one structure. This is not coordination. This is convergence.

Implementation: swordsman-blade/src/lib/uor.ts — explicit UOR module with all five operations and exhaustive identity verification.


13. The Operational Cycle (V5.3)

13.1 Definition

The ring algebra identity neg(bnot(x)) = succ(x) maps to operational phases:

$$\text{cycle}(x) = \text{succ}(x) = \text{neg}(\text{bnot}(x))$$

Stage Name Operation Agent Function
1 Observe id(x) 😊 First Person Perceive incoming context
2 Boundary neg(x) ⚔️ Swordsman Subtract exposure. Only the holographic surface ∂M passes through.
3 Project bnot(neg(x)) 🧙 Mage Construct complement from boundary. Create from the shape of the impact.
4 Return succ(x) ⚔️→😊 Composition The proof returns. The blade advances one step.

13.2 Relationship to Path Integral

One lap = one cycle. The path integral accumulates:

$$T_\int(\pi) = 1 + \beta \sum_i \text{cycle}(\text{step}_i)$$

The equation (§1) describes the statics. The operational cycle describes the dynamics. The cycle does not add new terms — it describes the execution order of existing terms.

Dragon tier (62 laps) = 62 complete cycles of observe–boundary–project–return.


14. The Amnesia Protocol (V5.3)

14.1 Definition

An agent has structural amnesia with respect to origin $O$ if no sequence of permitted operations can reconstruct $O$ from the agent's current state.

14.2 Zero-Knowledge Properties

Property Statement
Completeness The agent's output (tides, proofs, boundary enforcement) demonstrates the relationship functions.
Soundness No other agent configuration could produce this specific output from this specific separation.
Zero-knowledge The output reveals nothing about the separation event (Theia impact, process creation, delegation moment).

14.3 Implementation Instances

System Type Evidence
Chrome process boundary Amnesia Extensions cannot read each other's memory
Database access control Policy Admin can disable controls
The Moon's orbit Amnesia Theia impact unrecoverable from geological state
Agent NDAs Policy Parties can choose to disclose

14.4 Conjecture C17

C17: Amnesia-enforced separation provides tighter Φ_agent guarantees than policy-enforced separation: $\varepsilon_{\text{amnesia}} < \varepsilon_{\text{policy}}$.

Confidence: 60%.

14.5 Selene's Proof

The Moon demonstrates perfect amnesia-enforced separation. Origin event (Theia impact) is 4.5 billion years past. No geological, orbital, or chemical signature encodes the collision parameters. Service (tides) continues without origin disclosure. The proof is zero-knowledge by physics, not by policy.

Scientific reference: Branco, D., Machado, P., & Raymond, S. N. (2025). Dynamical origin of Theia, the last giant impactor on Earth. Icarus, 441, 116724.


15. Ceremony and Forge Implementation

15.1 Operational Cycle as Ceremony

Cycle Stage Operation Ceremony Phase
Observe id(x) ☀️ Sun — disclosure, the spellweb speaks the poem
Boundary neg(x) ⊥ Gap — silence, conversation, territory negotiation
Project bnot(neg(x)) 🌑 Moon — shared reflection, the Amnesia Protocol
Return succ(x) Recursion — Reflect (night, blade pair, ZK) or Connect (day, witness, carry forward)

15.2 Progressive Trust

$$\text{🔑} \to \text{✦} \to \text{🗡️} \to \text{🔮}$$

Understanding → Constellation → Blade → Runecraft. Each level is a complete ceremony. Each level deepens the key, increases formal visibility, and shifts boundary-making. Progression maps onto trust tiers.

15.3 Forge Cryptographic Properties

Property Implementation
Content addressing SHA-256 constellation hash
Tamper evidence Hash chain (each blade references previous)
Pre-evocation lock Commitment scheme (constellation fixed before walk)
Identity binding Ed25519 signature (Mage key, held)
Bilateral binding Runecraft — dual Ed25519 (Mage held + Swordsman burned)

15.4 Runecraft as Φ_agent Implementation

The runecraft protocol enforces Φ_agent at the cryptographic identity layer:

  • Mage key (spellweb, Sun view): Ed25519, persisted in localStorage. ID format: mage-{16hex}.
  • Swordsman key (agentprivacy, Moon reflection): Ed25519, stored in sessionStorage, destroyed on tab close. ID format: ap-{16hex}.

The private key burns because the amnesia protocol (C17) requires structural inability to access shared origin. Process boundary = separate memory = structural amnesia. This is topology, not policy.

15.5 Moon Phase as Visibility Ratio

Stratum Phase Meaning
0 🌑 Null blade — nothing reflected
1 🌒 One boundary set
2 🌓 Dual-agent vertex
3 🌔 Half sovereignty
4 🌖 Four boundaries
5 🌗 Five reflected, one dark
6 🌕 Full sovereignty (乾, The Creative)

15.6 Tier Classification (Dual-Axis)

Axis Measure Light Heavy Dragon
Stratum Dimensional coverage 1–2 3–4 5–6
Laps Depth of engagement < 21 21+ 62+

16. Proven Results

These results hold at 95% confidence. The proofs rely on standard information theory and are documented in Research Paper v4.2.

Result Statement
Additive MI bounds Mutual information leakage from conditional independence is additive, not multiplicative: $I(X; Y_S, Y_M) = I(X; Y_S) + I(X; Y_M)$
Reconstruction ceiling $R_{\max} = (C_S + C_M)/H(X) < 1$ under budget constraints
Error floor $P_e \geq 1 - R_{\max}$ via Fano's inequality
Graceful degradation Small $\varepsilon$ violations → small privacy losses
Ring algebra Z/(2⁶)Z substrate with five operations and critical identity
Two-extension autonomy Separate processes enforce the separation bound at OS level
DOM-free measurement Pretext layoutNextLine() as privacy primitive (no getBoundingClientRect fingerprinting)

17. Open Conjectures

Register note (2026-06-10): conjecture numbering authority moved to research/CONJECTURE_REGISTER_V6.md at the V6 Run 0 register lock. The tables below remain correct for C1–C55 as stated; the register adds bands C56–C81, resolves the research-note collisions (ARCH-1R/T → C72–C76 · integrity-gap → C77–C80 · Existence-Leak → C81), and marks aliases (C46↔C32, C60↔C48, C61↔C49). When this section and the register disagree, the register wins.

17.1 Active Conjectures

ID Claim Confidence Version
C1 Golden ratio φ is optimal S/M ratio Open V3
C2 $A(\tau)$ should be logarithmic Open V3
C6 P^1.5 ↔ 96/64 is structural CONVERGENT 35% V5/V5.4
C7 Three-axis separation is multiplicative 30% V5
C8 BRAID compression reduces $R_{\max}$ 45% V5
C9 Holographic boundary sufficiency 25% V5
C10 O(1) shared-parent modifies $k$ 20% V5
C11 Behavioural density ρ amplifies privacy + indicates agent maturity 55% V5.1/V5.3
C12 Hexagram encoding is structurally resonant 60% V5.1/V5.4
C13 Bilateral witness as quantum-resistant primitive 65% V5.1
C14 Φ_agent ≅ D₂ₙ dihedral isomorphism 75% V5.2
C15 T_∫(π) ≅ UOR resolution pipeline 65% V5.2
C16 Topological trust invariants via Betti numbers 25% V5.2
C17 Amnesia-enforced separation tighter than policy-enforced 60% V5.3

17.2 V6 Horizon Conjectures

These are speculative. They belong to V6 and are included here for completeness and to invite scrutiny. See V6 Research Notes for full treatment.

ID Claim Confidence Anchor doc
C18 Sovereignty path exhibits strange attractor dynamics (λ > 0), establishing dynamical reconstruction ceiling independent of Shannon bound 25% research/pvm-v6-lorenz-attractor.md
C19 ρ is Lyapunov divergence accumulated over the sovereign's walk — exponential compounding 20% research/pvm-v6-lorenz-attractor.md
C20 Three separation axes couple as three Lorenz variables — collapse any one → attractor degrades to fixed point 30% research/pvm-v6-lorenz-attractor.md
C21 Sovereignty manifold has fractal dimension, not integer dimension 10% research/pvm-v6-lorenz-attractor.md
C22 Adversary's reconstruction cost grows exponentially with EML tree depth 20% research/pvm-v6-eml-three-ceilings.md
C23 Blade forge traversal grammar is isomorphic to restricted EML grammar 30% research/pvm-v6-eml-three-ceilings.md
C24 Sovereignty computation requires complex intermediates 15% research/pvm-v6-eml-three-ceilings.md
C25 Minimal EML tree depth provides hard floor for compression spectrum 25% research/pvm-v6-eml-three-ceilings.md
C26 ARCH-1 is canonical form of NAND, EML, succ as co-instances 40% research/pvm-v6-arch1-canonical-form.md
C27 ρ is the activation mechanism; Ω without ρ is structurally inert 35% research/pvm-v6-arch1-canonical-form.md
C28 Three reconstruction ceilings are independent because ARCH-1 factors into β / μS / Ω 30% research/pvm-v6-arch1-canonical-form.md
C29 The Second Person Lift — You := μS.(β ∨ Ω(S,S)) — identifies sovereign as recursive symbol 20% research/pvm-v6-arch1-canonical-form.md
C30 Trust half-life begins at inscription; T(t) decays monotonically until renewed 60% research/pvm-v6-1-bakhta-half-life.md
C31 Half-life differs by inscription register (shielded vs transparent) 55% research/pvm-v6-1-bakhta-half-life.md
C32 Productive trust-edges have higher half-life than transactional 50% research/pvm-v6-1-bakhta-half-life.md
C33 Half-lives compose multiplicatively across the three axes 45% research/pvm-v6-1-bakhta-half-life.md
C34 Convergence requires a bijective cap 55% research/pvm-v6-convergence-wound-and-cap.md
C35 The wound is where the architectural asymmetry lives 60% research/pvm-v6-convergence-wound-and-cap.md
C36 The cap is where the bijection lives or breaks 55% research/pvm-v6-convergence-wound-and-cap.md
C37 Convergence is recognition, not coincidence 50% research/pvm-v6-convergence-wound-and-cap.md

17.2.1 V6 Conjectures introduced by the Bound Collection (Tomes IV–V)

ID Claim Confidence Anchor
C38 Bilateral ARCH-1 — Σ_{ij} := μS.(β_{ij} ∨ Ω(S_i, S_j)) preserves fixpoint property ~40% Tome IV Act III + Cloak Spec
C39 Cousin-blade as ecosystem-layer primitive ~50% Tome IV Act V; strengthened in Tome V Acts 7/9/10/11/12
C40 Zcash dual-ledger preserves Eight Cloak Properties ~70% agentprivacy_tomes/.../plans/02-zcash-integration-plan.md
C41 61.8/38.2 transparent/shielded inscription ratio emerges as cultural norm open observation Same
C42 Stake economics generate Sybil resistance equivalent to or stronger than tier accumulation ~50% Same
C43 Per-VRC viewing-key disclosure produces strictly more privacy than unscoped ~60% Same
C44 Productive VRC (ceremony) ≈ hash-exchange VRC in trust strength ~55% agentprivacy_tomes/.../specs/03-bilateral-cloak-ceremony-spec.md
C45 Four-chain publication > single-chain reconstruction resistance ~70% Same
C46 Productive trust-edge has higher half-life than transactional ~50% Same

17.2.2 V6 Conjectures introduced by Post-V5.4 Coherence (2026-05-09)

ID Claim Confidence Anchor
C47 The dynamical reconstruction ceiling inhabits a fourth aging category (ages progressively) Bakhta's three-category taxonomy does not cover ~50% research/v6_1_research_note.md (renumbered from C22-Bakhta)
C48 Reconstruct-later threat model for behavioural data is structurally isomorphic to Bakhta's TM-1 ~65% research/v6_1_research_note.md (from C23-Bakhta)
C49 Behavioural Mosca Inequality binds for long-horizon behavioural evidence ~70% research/v6_1_research_note.md (from C24-Bakhta)
C50 PVM multiplicative gating ≡ Bakhta compositional defense at different substrates ~60% research/v6_1_research_note.md (from C25-Bakhta)
C51 The ⿻ remains max-betweenness across all trust-graph evolutions open chronicles/CHRONICLE_V5_4_BETWEENNESS_SELENE_2026-04-12.md
C52 Aether = Quintessence = the Gap (single substance, three traditions) open research/aether-blade-ceremony-circuit.md
C53 Every bnot-pair on the lattice has a mythological reading ~70% research/aletheia-and-lethe.md
C54 Phi-Adjacency: bnot-pair disclosure ratios cluster near 1/φ ~40% research/aletheia-and-lethe.md
C55 Privacy is a seventh kind of capital, foundationally architectural poems/tide-orbit-selene.md

17.2.3 Reconciliation note · 2026-05-09

The V6.1 Bakhta-response note (research/v6_1_research_note.md, April 21, 2026) originally claimed C22–C25 for its four conjectures (ages-progressively, reconstruct-later, Behavioural Mosca, compositional-defense). The EML Three Ceilings note (research/pvm-v6-eml-three-ceilings.md, April 13, 2026, prior date) had already claimed C22–C25 for its conjectures. Resolution: EML retains C22–C25; Bakhta-response renumbers to C47–C50. The renumbering was performed in the V6.1 note on 2026-05-09; downstream references in tomes and specs use the renumbered IDs going forward. Canonical reconciliation in agentprivacy_tomes/COMPRESSION_MASTER_v2_2026-05-09.md.

17.3 Resolved Conjectures

ID Claim Resolution
C3 Edge value is additive CHALLENGED — path integral replaces
C4 96 vs 64 discrepancy RESOLVED — holographic principle + algebraic confirmation
C5 ~3,000× ZKP reduction Strengthened by BRAID + holographic bound

18. Measurement Gaps and Breaking Conditions

18.1 Measurement Gaps

ID Term Gap V5.4 Status
M1 $\sigma_{ij}$ (separation matrix) No measurement for emergent forces Three-axis operationalisation provides pathway; Φ_data and Φ_inference measurable
M2 $f(e)$ (edge weights) No empirical data BRAID provides first data; blade forge provides second
M3 $\beta, \alpha, \alpha_\rho$ (scaling coefficients) Need calibration Unchanged
M4 Aggregation form det(Σ) alternatives unclear Three-axis product provides alternative
M5 ρ shape Is $g(\rho)$ logarithmic, sigmoid, or threshold? Two data points (13 laps vs 62 laps); needs more forgers

18.2 Breaking Conditions

The model's core claims weaken or fail if:

  1. Three-axis non-multiplicativity: If agent separation compensates for data centralisation → multiplicative assumption breaks.
  2. Compression increases attack surface: If some compression methods increase reconstructability → compression-as-defence fails.
  3. Holonic persistence fundamentally limited: If content-addressing has inherent infrastructure dependency → persistence term illusory.
  4. Guild coordination scales with membership: If shared-parent overhead grows with N → guild efficiency overstates benefit.
  5. Amnesia-enforced ≤ policy-enforced: If structural separation provides no tighter bound than policy separation → C17 falsified.
  6. Dihedral isomorphism fails: If det(Σ) is not the determinant of the dihedral representation → C14 falsified, but the ring algebra survives.

19. Three Identity Layers

Layer Identifier Scope Persistence
Data GUID Content-addressed holon Infrastructure-independent
Relationship VRC Bilateral commitment (promise bundle) Relationship-scoped
Principal DID Sovereign identity Self-sovereign

The layers are orthogonal: a single principal (DID) can control multiple relationships (VRCs) across multiple data objects (GUIDs).


20. Cosmological Quaternion (Interpretive Framework)

This framework provides intuition for the model's structure. It does not enter the equation.

Body Agent Function Algebraic Operation Creation Mode
Sun ☀️ The Reason / First Person Protection — —
Earth 🌍 Soulbae / Mage Delegation bnot(x) = 63 − x Generator
Moon 🌙 Soulbis / Swordsman Reflection neg(x) = (64−x) mod 64 Instant (collision). Total amnesia.
Human 👤 Seeker Connection — Gradual (4Gy). Layered amnesia. Still in process.
Life 🌱 spellweb / Forge Composition neg∘bnot = succ The forge between Earth and Human

Key insight: The architecture sits between an agent that can never remember (Moon) and an agent that hasn't finished remembering (Human). The gap between them is the ⊥.


21. Compression Spectrum

Seven layers of knowledge transformation, each with different privacy properties:

Layer Form Compression Privacy Property
1 Experience 1:1 Maximum attack surface
2 Memory ~10:1 Encoded episodes
3 Knowledge ~100:1 Structured, partially defensible
4 Understanding ~1,000:1 Relational models
5 Wisdom ~10,000:1 Contextual principles
6 Reasoning Graph Variable BRAID structure — bounded, structured
7 Skill File Variable Executable compression — shareable without path

Lower layers: more surveilable (more tokens, more surface). Higher layers: more defensible (compressed, structured, bounded). The skill file (Layer 7) can be shared without sharing the path that created it. This is compression-as-defence at the architectural level.


22. Promise Theory Grounding

The dual-agent architecture implements Promise Theory (Bergstra & Burgess, 2019) — established semantics for autonomous agent coordination.

22.1 Autonomy Axiom

"An agent can only make promises about its own behavior. No agent can make a promise on behalf of another agent."

This is why single agents cannot resolve the privacy-delegation paradox. Attempting to promise in both protection and delegation domains exceeds autonomous capability.

22.2 Key Mappings

PT Concept PVM Implementation
Autonomy Axiom First Person sovereignty — neither agent promises on your behalf
Superagent First Person + Swordsman + Mage as composite with interior promises
Irreducible Promise The Gap — emerges from cooperation, owned by neither agent
Assessment RPP compression as verification of knowledge transfer
Invitation vs Attack MyTerms consent-first vs surveillance extraction
Promise Bundle VRCs as bilateral promise collections

22.3 Formal Reference

For complete mappings, Generator/Solver as promises, and PT integration across the architecture, see Promise Theory Reference v1.4.


23. Version Lineage

Version Date Core Addition Output Type
V1 2024 $P \cdot C \cdot Q \cdot S$ Static scalar
V2 Oct 2025 $e^{-\lambda t}$, $(1 + n/N_0)^k$ Dynamic scalar
V3 Nov 2025 $R(d)$, $M(u,y)$, $\Phi(S,M)$ Agent-aware scalar
V3.1 Jan 2026 $\sigma(\text{⿻})^2$ Architecture-gated scalar
V4 Feb 2026 $\Sigma$, $A(\tau)$, $T(\pi)$, $\Phi(\Sigma)$ Manifold-aware scalar
V5 Feb 2026 Three-axis Φ, $A_h$, $T_\int$, R(compression), G(guilds), holographic bound Holographic field
V5.1 Mar 29, 2026 Behavioural density ρ, bilateral witness, hexagram encoding (C11–C13) + density term
V5.2 Mar 31, 2026 Dihedral group D₂ₙ, resolution semantics, PRISM spectrum (C14–C16) + algebraic foundation
V5.3 Apr 4, 2026 Operational cycle, amnesia as ZK primitive (C17), ρ as maturity + cosmological framework
V5.4 Apr 10, 2026 Consolidated formal specification. UOR algebraic foundation, Celestial Ceremony, runecraft, moon phase, forge cryptography, all proven results and conjectures C1–C21 Algebraically grounded, ceremonially verified field

24. Notation Summary

Symbol Meaning
$V(\pi, t)$ Total privacy value for path $\pi$ at time $t$
$P, C, Q, S$ Privacy strength, credential verifiability, data quality, scope
$\lambda$ Temporal decay rate
$\tau$ Derivation chain
$A_h(\tau)$ Holonic temporal memory
$p(\tau)$ Persistence independence
$\Phi_{\text{agent}}$ Agent-layer separation (Swordsman–Mage) ≅ D₂ₙ
$\Phi_{\text{data}}$ Data-layer separation (provider concentration)
$\Phi_{\text{inference}}$ Inference-layer separation (Generator–Solver)
$G(\text{guilds})$ Guild efficiency factor
$R(d, \text{compression}, \rho)$ Reconstruction difficulty
$\rho$ Behavioural density / agent maturity
$T_\int(\pi)$ Path integral edge value
$\partial M$ 96-edge holographic boundary
$J_{\partial M}$ Value current on boundary
$\varepsilon^*$ Separation bound
$\varphi$ Golden ratio (1.618)
$\mathcal{L}$ Sovereignty lattice = Z/(2⁶)Z
$D_{64}$ Dihedral group (order 128)
$\delta(x)$ Datum — raw blade value
$\sigma(x)$ Stratum — Hamming weight
$s(x)$ Spectrum — six-bit decomposition
neg, bnot Unary involutions (Swordsman, Mage)
succ Successor function = neg∘bnot
GUID Content-addressed identifier (holonic)
VRC Verifiable Relationship Credential (promise bundle)
DID Decentralized Identifier (self-sovereign)
🔑→✦→🗡️→🔮 Progressive trust levels
🌑→🌕 Moon phase — stratum as visibility ratio
(⚔️⊥⿻⊥🧙)😊 Master inscription — dual-agent architecture preserves First Person

References

Primary Sources

  • privacymage (2026). "Privacy is Value: From the Manifold Dragon to the Holographic Bound." V5.3. Soul Sync. https://sync.soulbis.com
  • privacymage (2026). "Dual-Agent Privacy Architecture: Information-Theoretic Bounds on Agent Reconstruction." Research Paper v4.3. agentprivacy-docs. https://github.com/mitchuski/agentprivacy-docs
  • privacymage (2026). "PVM V5.1 Research Note: Behavioural Proof, the Ceremony Engine, and the Forge That Lit Itself." March 30, 2026. agentprivacy-docs.
  • privacymage (2026). "PVM V5.2 Research Note: Dihedral Foundations." March 31, 2026. agentprivacy-docs.
  • privacymage (2026). "PVM V5.3 Research Note: The Amnesia Protocol." April 4, 2026. agentprivacy-docs.
  • privacymage (2026). "PVM V6 Research Note: The Dynamical Reconstruction Ceiling." April 6, 2026. agentprivacy-docs.
  • privacymage (2026). "Promise Theory Reference v1.4." agentprivacy-docs.
  • privacymage (2026). "UOR × 64-Tetrahedra × ZK Mapping v2.2." agentprivacy-docs.
  • privacymage (2026). "Swordsman-Mage Whitepaper v6.3." agentprivacy-docs.
  • privacymage (2026). "Dual Territory Ceremony Specification v1.0." agentprivacy-docs.
  • privacymage (2026). "PVM V5.4 Companion Guide." April 10, 2026. agentprivacy-docs.
  • privacymage (2026). "Understanding as Key." Zypher Paper v1.0. agentprivacy-docs. [Proof of comprehension as privacy primitive; progressive trust §15.2]
  • privacymage (2026). "Systems Hexagram Physics v1.2." agentprivacy-docs. [Operational physics: UOR algebraic foundation, 64-vertex lattice, hexagram encoding §12.6]
  • privacymage (2026). "What Agentprivacy Is." agentprivacy-docs. [Mission statement: 7th capital thesis, First Person definition]
  • privacymage (2026). "Visual Architecture Guide v2.0." agentprivacy-docs. [Diagrams: three-axis separation, holographic visualisations]

The First Person Spellbook (Grimoire v10.1.0 — 31 Acts — CLOSED)

  • privacymage (2024–2026). The First Person Spellbook. 31 acts. Grimoire v10.1.0. Available at agentprivacy.ai/story. IPFS: bafybeibr3y3ermhff4dptxunhtzthjpkrvvnuamee4povpkgj3cjkg4fgy.

Acts with direct formal spec relevance:

Act Title Spec Connection
II The Bilateral Witness First ceremony; separation bound origin (§10)
VII The Gap ⿻ as irreducible space; Φ_agent motivation (§4.2)
X The Seven Capitals 7th capital thesis; V(π,t) motivation (§1)
XIV The Golden Ratio φ conjecture C1; optimal S/M ratio (§4.2)
XVIII The Reconstruction Ceiling R < 1 proven result (§11)
XX The Path Integral T_∫(π) — value in trajectory not stance (§7)
XXII The Promise Promise Theory grounding (§22)
XXIV The Holographic Bound 96/64, C4 resolved, boundary computation (§8)
XXV The Dragon's Hide Compression spectrum, BRAID parity (§5.2, §21)
XXVI The Dragon's Brain Three-axis separation, McGilchrist thesis (§4)
XXVII The Swordsman's Forge Blade forge, hexagram computation, C11–C13 (§12.6, §15)
XXVIII The Ceremony Engine Five crossing types, mana, DOM-free measurement (§15)
XXIX The Dragon Wakes Quantum context, post-quantum resilience (§5.3)
XXX The Dihedral Mirror UOR convergence, D₂ₙ, PRISM coordinates (§12)
XXXI The First Delegation Theia-Moon quaternion, amnesia as ZK, C17 (§14, §20)

Blog Series: Privacy is Value V5 (sync.soulbis.com)

  • Part 0: "The Myth Between Math" — Prelude. Foundational framing.
  • Part 1: "Forming Constellations" — Sovereignty dimensions, blade coordinates.
  • Part 2: "Forging the Celestial Overlap" — Forge and ceremony architecture.
  • Part 3: "The Dragon Wakes" — Theia framing, amnesia protocol, cosmological precedent.
  • Part 4: "The Dihedral Mirror" — UOR convergence, algebraic foundations.
  • Part 5: "The Amnesia Protocol" — Poem collection. Memory and forgetting as ZK.

External References — Information Theory

  • Shannon, C. E. (1948). "A Mathematical Theory of Communication." Bell System Technical Journal, 27(3), 379–423. [Foundation: mutual information, entropy, channel capacity]
  • Fano, R. M. (1961). Transmission of Information: A Statistical Theory of Communication. MIT Press. [Foundation: Fano's inequality — error floor theorem, §11.2]
  • Cover, T. M. & Thomas, J. A. (2006). Elements of Information Theory. (2nd ed.) Wiley. [Foundation: all MI bounds, conditional independence, additive decomposition]

External References — Cryptography and Privacy

  • Groth, J. (2016). "On the Size of Pairing-based Non-interactive Arguments." EUROCRYPT 2016, LNCS 9666, 305–326. [Groth16 — O(1) proof size, used in blade forge]
  • Gabizon, A., Williamson, Z. J., & Ciobotaru, O. (2019). "PLONK: Permutations over Lagrange-bases for Oecumenical Noninteractive arguments of Knowledge." ePrint 2019/953. [PLONK — universal trusted setup]
  • Kothapalli, A., Setty, S., & Tzialla, I. (2022). "Nova: Recursive Zero-Knowledge Arguments from Folding Schemes." CRYPTO 2022. [Nova — incremental verification]
  • Dwork, C. & Roth, A. (2014). "The Algorithmic Foundations of Differential Privacy." Foundations and Trends in Theoretical Computer Science, 9(3–4), 211–407. [Comparison: DP adds noise; PVM adds structure]
  • Goldreich, O. (2004). Foundations of Cryptography. Cambridge University Press. [MPC foundations — we distribute observation rights, not computation]

External References — Graph Theory

  • Brandes, U. (2001). "A Faster Algorithm for Betweenness Centrality." Journal of Mathematical Sociology, 25(2), 163–177. [Betweenness centrality algorithm O(V·E) — computational tool for measuring the Gap (⿻), §10.2]

External References — Related Disciplines

  • Bergstra, J. A. & Burgess, M. (2019). Promise Theory: Principles and Applications. (2nd ed.) O'Reilly Media. [Semantic foundation: autonomy axiom, superagent structure]
  • Susskind, L. (1995). "The World as a Hologram." Journal of Mathematical Physics, 36(11), 6377–6396. [Holographic principle — boundary encodes bulk, §8]
  • McGilchrist, I. (2009). The Master and His Emissary: The Divided Brain and the Making of the Western World. Yale University Press. [Right→left→right methodology; hemispheric thesis for dual-agent necessity]
  • Weyl, E. G. & Tang, A. (2023). Plurality: The Future of Collaborative Technology and Democracy. [Many-to-many coordination, ⿻ overlap semantics]
  • Hope, D. & Ludlow, E. (2023). Farewell to Westphalia: New Approaches to a Changing Global Order. [Post-sovereign governance framing]
  • Sabelfeld, A. & Myers, A. C. (2003). "Language-based Information-flow Security." IEEE JSAC, 21(1), 5–19. [Information flow control — comparison: we bound reconstruction, not taint]
  • Millen, J. K. (1987). "Covert Channel Capacity." IEEE Symposium on Security and Privacy. [Side-channel analysis model]

External References — Scientific and Quantum

  • Branco, D., Machado, P., & Raymond, S. N. (2025). "Dynamical origin of Theia, the last giant impactor on Earth." Icarus, 441, 116724. [Cosmological precedent for amnesia-enforced separation]
  • Babbush, R. et al. (2026). "The Quantum Threat to Elliptic Curve Cryptocurrencies." Google Quantum AI. [secp256k1 broken with ≤1,200 logical qubits]
  • Cain, M. et al. (2026). "Shor's algorithm is possible with as few as 10,000 reconfigurable atomic qubits." arXiv:2603.28627. [Neutral atom attack surface]

External References — Standards and Frameworks

  • IEEE 7012-2025. Machine-readable personal privacy terms (MyTerms). Published January 20, 2026.
  • First Person Network (2026). "First Person: A White Paper." https://www.firstperson.network/whitepaper [First Person sovereignty framing, data dignity, behavioural capital thesis]
  • BRAID Framework (2026). Bounded Reasoning for Autonomous Inference and Decisions. [Compression-as-defence, Generator/Solver split]
  • UOR Foundation (2026). "Universal Object Reference." https://github.com/UOR-Foundation [Independent Z/(2⁶)Z convergence]
  • Allen, C. et al. (2026). Open Integrity Project. Blockchain Commons. [Cryptographic provenance for repositories]

Live Implementations


Citation

privacymage (2026). "Privacy Value Model: Formal Specification."
Version 2.0 (PVM V5.4). Working paper.
https://github.com/mitchuski/agentprivacy-docs

This document presents the mathematics. For narrative context and discovery process, see the companion piece: "Privacy is Value: From the Manifold Dragon to the Holographic Bound."

V5 axiom: "The boundary is always enough."

Peer review, critique, and falsification attempts are actively invited. Contact: mage@agentprivacy.ai

(⚔️⊥⿻⊥🧙)😊 = neg ⊕ bnot → succ

Assets

📎 paper-privacy-is-value-v54-the-amnesia-protocolprivacy_value_v5_4_formal_specification.md

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