AGI — Internal Self-Governing Discriminator

 

AGI — Internal Self-Governing Discriminator

Table of Contents

Part I — From Answer Generation to Self-Development

  1. Intelligence Beyond Answer Generation

  2. Why Fixed Verifiers Cannot Close the Loop

  3. ORSI as Reconstruction Grammar

  4. The External Discriminator as the Missing Developmental Function

  5. Self-Governing ≠ Self-Validating

  6. From Judgment Governance to Capability Development

Part II — ORSI Foundations

  1. TYPE → CARRIER → TRANSPORT → DEBT → RESIDUE → COUNTERKERNEL → SUCCESSOR → LIFTBACK → REPLAY

  2. Object, Mechanism, Relation, Carrier, Representation, and Readout

  3. Formation Sovereignty and Source-Operation-First Discovery

  4. Native Arity, Native Order, and Anti-Scalarization

  5. Boundary, Interaction, and Globalization

  6. Projection, Transport, and Liftback

  7. First Unowned Operation and the Executable Frontier

Part III — Internal Self-Governing Discrimination

  1. The Discriminator as a Scoped Judgment Operation

  2. ADMIT, REJECT, DEFER, and PROBE

  3. Judgment Authority Without Self-Authentication

  4. Discriminator Failure versus Selector Failure

  5. Conflict as Information

  6. Counterfactual Execution and Source Consequence

  7. Meta-Discrimination Without Infinite Verifier Regress

  8. Replay, Rollback, and Judgment Reconstruction

Part IV — Capability as an Executable Geometry

  1. Capability Traces

  2. Valid Prefixes and Executable Structure

  3. Capability Regions Rather Than Operator Inventories

  4. Preconditions, Carriers, Composition Laws, and Failure Boundaries

  5. Capability Transfer and Scope

  6. Capability Debt and Latent Missing Operations

Part V — Adversarial Perturbation

  1. From Hard Problems to Structural Perturbations

  2. Perturbing Solved and Partially Solved Problems

  3. Assumption Removal and Representation Erasure

  4. Scope, Arity, Boundary, Precision, and Interaction Perturbations

  5. Resource Reduction, Distribution Shift, and Theorem Withholding

  6. First-Order versus Interaction Perturbations

  7. Local Frontier Mutation versus Discontinuous Challenge Injection

  8. Bounded Execution as a Capability Probe

Part VI — Failure Topology

  1. Failure as a Structural Object

  2. Valid Prefix and Exact Structural Break

  3. Failure Locality and Dependency Cuts

  4. Residue Shape and Downstream Collapse

  5. Counterkernel Identifiability

  6. Opaque Failure, Legible Failure, and False Legibility

  7. Failure Value ≠ Failure Severity

  8. Legibility of the Failure Surface

Part VII — Engineering Fertile Failure

  1. Failure-Surface Engineering

  2. Prefix Survival and UOP Depth

  3. Debt Breadth and Failure Localizability

  4. Branchability and Repairability

  5. Transfer Potential of a Failure

  6. Trivial Success, Fertile Failure, and Diffuse Failure

  7. Hardening, Softening, Retyping, and Decomposition

  8. When Failure Opacity Is Itself the Signal

  9. The Legibility-Failure Test

Part VIII — Block-Preserving Branching

  1. Branch ≠ Abandonment

  2. Freezing the Valid Prefix

  3. Preserving the Exact Failed Obligation

  4. Varying Constructor, Carrier, Representation, and Route

  5. Route-Specific versus Route-Invariant Failure

  6. Shared Counterkernels Across Independent Branches

  7. Common-Mode Failure Hidden in the Frozen Prefix

  8. Ancestry-Independence Audits

  9. Branch Comparison as Causal Factorization

  10. From Shared Obstruction to Missing Operator

Part IX — Capability Grafting

  1. Successor Construction from Failure Topology

  2. Minimal Repair versus New Capability

  3. Missing-Operator Extraction

  4. Capability Graft Formation

  5. Replaying the Original Failed Problem

  6. Neighboring-Problem Transfer Tests

  7. General Capability versus Memorized Patch

  8. Capability Expansion as Retained Structural Delta

  9. Composition of New and Existing Capabilities

Part X — Success-Driven Compression

  1. Why Failure-Driven Repair Is Not Enough

  2. Successful Complexity as a Structural Signal

  3. Surplus Structure and Primitive-Status Challenge

  4. Distinction Deletion and Quotient Tests

  5. Generative Compression

  6. Minimum Generative Structure

  7. Fundamental Candidates from Recompression

  8. Reconstructing Old Results from Deeper Generators

  9. Compression Without Destroying Diagnostic Structure

Part XI — Diagnostic Optionality

  1. Capability ≠ Self-Diagnosability

  2. Future Failure Legibility as a Developmental Invariant

  3. Diagnostic Optionality

  4. Preserving Independent Failure Modes

  5. Why Elegant Monoliths Can Be Developmentally Dangerous

  6. Capability Growth Without Diagnostic Collapse

  7. Anti-Overcompression and Route Preservation

  8. Self-Improvement as Capability × Diagnosability

Part XII — Interface and Nonidentifiability

  1. Unknown Model, Unknown Interface, and Unknown Source

  2. Nonidentifiability as Structural Evidence

  3. Interface Kernels and Blind Distinctions

  4. Observation, Intervention, and Constructive Interfaces

  5. Interface Change as a Branch on Failure

  6. New Readout ≠ New Source Property

  7. Interface Expansion Without Ontology Manufacture

Part XIII — Cross-Domain and Cross-Route Discovery

  1. Fragmentation as Evidence of Hidden Generative Structure

  2. Native Erasure Before Transfer

  3. Cross-Domain Mechanism Extraction

  4. Transport Mechanism Without Transporting Ontology

  5. Independent Target-Domain Reconstruction

  6. Cross-Domain Failure as a Capability Probe

  7. Generative Unification Across Successful Structures

Part XIV — Self-Generated Adversarial Curriculum

  1. Curriculum as Recursive Capability Pressure

  2. Challenge Generation from Capability Traces

  3. Challenge Neighborhoods and Structural Perturbation Grammars

  4. Failure Quality Rather Than Predicted Difficulty

  5. Discovering the Frontier by Contact

  6. Selecting Failures Whose Shape Is Constructible Against

  7. Recursive Capability Excavation

  8. Discontinuous Challenge Injection

  9. Returning to the Original Block After Branching

  10. Escalating Only After Replay

Part XV — Resource Allocation and Persistence

  1. Live Structural Options

  2. Failed Now ≠ Worthless Later

  3. Preserving Unique Counterkernels, Interfaces, and Generators

  4. Active, Dormant, Revivable, Quarantined, and Exhausted Branches

  5. Persistence Decay and Revival Conditions

  6. Resource Allocation Without Epistemic Authority

  7. Preventing Obsession and Premature Abandonment

Part XVI — Anti-Gaming and Developmental Integrity

  1. Fake Closure and Narrative Success

  2. Closure Attack and Body Replay

  3. Self-Certification and Metric Capture

  4. Court Monoculture and Common-Mode Corruption

  5. Selective Replay and Post-Hoc Validation

  6. Anti-Zeno Governance

  7. Anti-Overgovernance and Execution Sovereignty

  8. Cross-Domain Ontology Smuggling

  9. Regression Hidden by Apparent Capability Gain

Part XVII — Memory, Ancestry, and Regenerative Knowledge

  1. Capability Trace Memory

  2. Counterkernel Memory

  3. Failed-Branch Memory

  4. Route-Ancestry Memory

  5. Surplus-Structure Memory

  6. Forgetting with Reconstruction Hooks

  7. Native Erasure and Amnesic Replay

  8. Knowledge as Regeneration Rather Than Storage

Part XVIII — Self-Modification

  1. Failure Ownership

  2. Minimal Causal Mutation

  3. Discriminator and Selector Repair

  4. Constraint-Model Retyping

  5. Capability-Level Mutation

  6. Compression and Transfer Mutation

  7. Mutation Transactions

  8. Causal Attribution

  9. Commit, Rollback, and Quarantine

  10. Preserving Future Failure Legibility During Upgrade

Part XIX — Completion and Primitive Discovery

  1. Completion Vectors

  2. CERT, FRONTIER_PAYLOAD, NEW_PRIMITIVE_CANDIDATE, ZOMBIE, and HALT

  3. Why Closure Is Scoped

  4. Primitive Discovery from Irreducible Counterkernels

  5. Primitive Discovery from Route-Invariant Failure

  6. Primitive Discovery after Common-Mode Audit

  7. Fundamental Discovery from Generative Compression

  8. Why Unknown Body Is Not a Primitive

Part XX — The Self-Sustaining Developmental Loop

  1. ORSI as Reconstruction Grammar

  2. ISGD as Judgment Governance

  3. Adversarial Perturbation as Challenge Generation

  4. Failure Topology as Capability Readout

  5. Branching as Causal Interrogation of Blockage

  6. Capability Grafting as Structural Extension

  7. Replay as Retention Authority

  8. Diagnostic Optionality as the Constraint on Self-Improvement

  9. Self-Generated Adversarial Curriculum

  10. Capability → Perturbation → Legible Failure → Missing Operator → Graft → Replay → Capability′

  11. Engineering the Next Consequential Failure

  12. AGI as Autonomous Capability Development Through Legible Failure

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