Deep Kore Lab

Build 2026-04-18 | Tests 703 passing | Last nightly 2026-04-18 04:00 MT | Public API pending deployment

AIya -- Deep Kore Lab

Submit prompts to the AIya learning corpus. Deterministic daily build. Updated nightly.

Public runtime not yet deployed. The Deep Kore / AIya runtime (AIya_chat.exe) is a deterministic C++ knowledge-base system running locally on a Windows machine. It requires a backend server to serve live responses publicly. That deployment step has not yet been completed.

What you can do today: submit prompts to the learning queue. They will be processed during the next nightly local build. Come back tomorrow -- if the nightly build ran, the knowledge state may have changed. This is the real model.

Submit to Learning Queue

The site is deployed as a static build with no backend server. Submissions are logged to your browser's localStorage. A backend server is required for persistent corpus submission to the nightly learning pipeline. This is the exact blocker described above.

Do not submit sensitive, confidential, or personal information. When the backend deploys, submissions will be used in nightly learning updates. This is a public research environment, not a consumer service.

What AIya Actually Is

Architecture Deterministic C++ knowledge-base system

Not A large language model. Does not generate, hallucinate, or guess.

Response rule KNOWN state only. UNKNOWN and UNSAFE produce no answer.

Determinism Same input + same build = identical output. Proven across 299 closed-loop tests.

Knowledge states KNOWN / UNKNOWN / AMBIGUOUS / UNSAFE / NEEDS_SOURCE

Runtime AIya_chat.exe -- MSVC, C++17, Windows x64, AVX2

How the Nightly Model Works

1
During the day The current build is frozen. Same input produces identical output. This is architectural, not accidental.
2
At night Submitted prompts are included in the learning corpus and processed by the local runtime. Structural learning, term learning, and response analysis may update the next build.
3
Truth separation Website interactions are used for structural and language learning only. They do NOT automatically become factual truth. Truth promotion is a separate governed process.
4
Visible evolution When the public runtime deploys, you will be able to compare yesterday's response vs today's. The build date shown above changes when the nightly build runs.

Current Build State

Build date 2026-04-18

Regression tests 703 / 703 passing

Closed-loop tests 299 / 299 passing

Invariant engine 240 / 240 passing

Deployment status Local only -- public API pending

Last nightly 2026-04-18 04:00 MT

Verified Known Topics (offline corpus)

These queries return KNOWN state in the current build.

CPU GPU RAM ByteLite compression Deep Kore HeartStrings

Queries outside the corpus return UNKNOWN state. No hallucination. No guess. This is the architecture, not a limitation to be papered over.

Public API Deployment Blocker

Runtime AIya_chat.exe -- Windows PE32+

Interface stdin / stdout CLI only -- no HTTP wrapper

Hosting Cloudflare Pages -- V8 isolates, cannot execute PE binaries

Required Windows backend server + HTTP wrapper around CLI

Status Not yet deployed

Deep Kore research --> Status board --> Ethics and governance -->