Technology · Deterministic Reasoning Substrate
Deep Kore
Deterministic recursive intelligence framework with governed operators and provenance controls.
Mission
Reasoning that can preserve, not just predict.
Deterministic recursive intelligence framework with governed operators, structured responses, provenance controls, generational state processing, application contracts, and internal integration validation.
Current Capabilities
What exists today.
Deterministic, rule-based classification of conversational claims into structural types (e.g. direct fact, reported claim, belief, conditional claim, negated fact) — not statistical or predictive classification
A closed, named taxonomy of 32 inquiry types (e.g. comparison, condition, procedure, prediction, recommendation); 19 currently route to a live answer, the remaining 13 are recognized and typed but not yet live-routed
A mandatory two-stage governance gate that every user-facing response passes through before it can be shown, enforced by a tested single-owner invariant with no bypass path
A versioned context-envelope contract for what data crosses the Deep Kore/Cordel boundary, including a stateless mode verified by an automated test to store nothing beyond a single request
Hash-based provenance records attached to processing history, and deterministic replay verified by the full automated test suite
Design conventions that avoid storing personally identifying information in internal structures, verified for the specific conversational path used by Cordel Connect
Revelation Vanguard: a deterministic outbound delivery-calibration layer that maps content to a signed temperature axis and applies a bounded, deterministic correction without altering the underlying governed response text, verified by three dedicated invariant test suites
In Development
Active work.
- Routing the remaining 13 of 32 recognized inquiry types (e.g. condition, consequence, hypothetical, procedure, recommendation) to live answers — currently typed and contract-validated only
- Reconciling the Cordel Connect integration: the app repository's two active branches currently disagree — one has the corrected canonical build path and a passing migration test, the other still points at a retired build location
- Relation-preservation and contradiction-detection features beyond their current typed/structural representation
- Wiring Revelation Vanguard into the full AIya conversational path (currently validated at the engine level, not yet confirmed end-to-end through AIya in production)
End-Game Functionality Goals
The target architecture — not the current system.
Everything below describes what Deep Kore is designed to become. It is not a claim that this exists today.
- All 32 inquiry types routed to live, governed answers
- Goal processing and controlled composition governed by Genesis Goalkeeper
- A memory architecture that separates temporary state, durable memory, canon, and superseded records so learning cannot corrupt root law
- One reconciled, single source of truth for Cordel Connect's Deep Kore integration across all branches
Validation and Evidence
Proof posture.
- Internal validation, 2026-07-31 (commit 00e9c6a, local Windows/CMake build): the full registered automated test suite (195 tests) passed with zero failures against the current build, independently confirmed from the current on-disk test log.
- A claimed second, byte-identical reproduction of that same run ("reproduced twice") appears only in documentation from the same rebuild session; it is not independently re-confirmable from artifacts that currently exist on disk.
- Revelation Vanguard specifically: three dedicated test executables (invariants, stage-B, inbound) were run directly against the canonical build and independently confirmed to pass — 2,964 of 2,964 assertions, zero failures, exit code 0 on all three. These are not part of the main 195-test registered suite.
- Private research only. No architecture, algorithm, or resolver internals are disclosed publicly.
- Not a claim of human-equivalent reasoning, consciousness, sentience, or finished AGI — this is a deterministic, rule-based structural-processing system, not a learned general model. No such claim exists anywhere in the current codebase or documentation.
- Not a claim that Cordel Connect's Deep Kore integration is presently consistent everywhere — the app repository's two active branches currently target different build locations.
- Not independently verified by a party outside ByteLite LLC.
What this is not.
Integration
How it connects.
Receives
- Structural input from ByteLite/ByteSight (planned)
- User-facing prompts via AIya
Produces
- Governed reasoning output routed through Genesis Goalkeeper before emission
- Temperature-calibrated delivery wrap via Revelation Vanguard
Consumed by
- AIya (human-facing interface)
- Cordel Connect (AIya wingman feature)
Availability and Commercial Access
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