A single term and a mountain of knowledge. A World defines a concept, then shows it: here, tokenization — words broken into tokens and passed through a neural network. The Qu in QuKaiZen gets a measurement here. The ring marks one measurement: on 2026-10-09 a TLS handshake to qukaizen.com from the owner's laptop agreed on X25519MLKEM768, a hybrid post-quantum key exchange.
QuKaiZen · a science project, kept as one developer's working library
QuKaiZen — my journey to learn and understand AI. Over-engineered scaffolding to control inference, then put it to work.
Where I aim to apply it: health and finance apps for my own family, and GeoAI for humanitarian mapping.
open to read a source under every entry open API at /dac
The ring marks one measurement: on 2026-10-09 a TLS handshake to qukaizen.com from the owner's laptop agreed on X25519MLKEM768, a hybrid post-quantum key exchange.
available now → we aim to
Follow one entry around the loop ↓00WHAT THIS IS
Scaffolding around AI, kept as a library.
QuKaiZen is my attempt to put scaffolding around AI. Observability by default, like an ambient mesh. Default security, default visibility is all I'm asking for. This site is the working library where that scaffolding is kept.
It is built as frameworks that hand work to each other. Each one is a product you can open.
compiles a subject into a World — every entry sourced, every cross-reference resolved, gated before it ships.
available now
the lab: stores and measures Worlds, with a local Buddy that answers from them on your own machine.
available now
the runtime: large mixture-of-experts models streamed from disk, run within a laptop's memory.
available now
the distillation pipeline: an SLM pipeline built on SCoTD, Distilling Step-by-Step, RAFT and SPIN that bakes a World into a model you own, and certifies what went in.
available now
the first application: humanitarian mapping, zero-egress by design.
→ we aim to · the volunteer worker network
The newest frame, and the one that closes the loop. 3DEval is a benchmark that measures eval and perf in one run — correctness against sourced World facts, how answers change as the context is tightened or widened, time to first token, memory, disk — and draws the run as a rotatable 3D world, every term and metric beside its sourced card. A coach reads the recorded run and explains what the numbers mean; autonomous experiments then tune a system to the machine it runs on. The first pilot is being recorded now: QueueLLM, measured on an Apple Silicon workstation, with receipts.
→ we aim to · open the recorded pilot at /3deval
01SIGNATURE
Follow one entry.
Below is one entry from the Biology World — Adaptation — and what each station does with it. Choose a station.
what this station does
Capture
→ we aim to
a photo, a voice note, a receipt, a lab result, dropped into a World from your pocket. The on-device pieces already sit inside ARAIL's portal: speech to text, scan, document and URL ingest into the knowledge-base inbox. The pocket funnel is the aim.
→ we aim to · a private store of your own records, kept inside a World
what this station does
Route
→ we aim to
deciding which World an input belongs to, and whether a new World is warranted. Today a person picks the World.
what this station does
World
● available now
compiled by DDaC, held at the gate, hashed before it shipped.
- term
- Adaptation
- source
- Campbell Biology
- category
- Evolution
- sha256
- eebb202a…
A World is a sourced substrate: every entry cites where it came from.
what this station does
Run
● available now
- QueueLLM
- reads the model off disk, a layer at a time
- ARAIL
- grounds the answer in the World it has mounted ↓ 04
what this station does
Reconcile
→ we aim to
capture-back on live input: what a run finds, written back into the World as sourced terms, with the record kept. The offline pipeline exists today.
what this station does
Bake
● available now
where a settled World is distilled into a model you own. Built end to end; runs by hand today ↓ 05
Adaptation and its cross-references, as the corpus declares them
DDaC generates each World. ARAIL stores and measures it. TEAM executes on it for you. All three run on QueueLLM, and Nucleus can bake it into a model you own.
02WORLD · DDaC · the press
A subject, compiled.
DDaC — Declarative Data as Code — compiles a subject into a World: a dictionary where each entry carries a short line, a definition, a worked example, and a source.
One gate stands between a draft and the shelf: every entry cites its origin, every cross-reference resolves inside the World, and every category is declared before it ships.
Pick how deep to read; the lever shows one entry at each depth.
Adaptation
EvolutionA heritable trait shaped by natural selection because it improves an organism's reproductive success in its environment.
An adaptation is a feature — anatomical, physiological, or behavioral — that increased the fitness of ancestors and so spread through the population. The word also names the process that produces such traits. Adaptations are matched to past environments and are not perfect or forward-looking; constraints, trade-offs, and chance mean evolution does not engineer optimal designs.
Example — The thick, insulating blubber and dense fur of polar mammals, and the antifreeze proteins in the blood of Antarctic icefish, are adaptations that improved survival and reproduction in extreme cold.
terse = short · balanced = definition · expansive = definition + example
THE SHELF · sha256 · lib/dac/corpus-parity.json
The same entry, by URL — CORS-open, from any terminal:
$ curl qukaizen.com/dac$ curl "qukaizen.com/what?world=biology&term=adaptation"
Underneath the press, PaperAgents: DDaC validates a World's committed manifest through its pactl validate command.
03LAB · ARAIL + TEAM · the bench
Studied, measured, and kept.
After setup it runs offline by default, on Apple Silicon or Linux.
It stores and measures; a Study tab and a Scheduler ship in both tiers, and the admin page can push the mounted World to TEAM.
TEAM is written to be the product a person actually opens — Teach · Explain · Answer · Maintain — on worlds of its own kind: decisions, trials, claims.
A declaration you can share; an instance that stays home. Sharing moves rules, never data.
04RUN · QueueLLM · the runtime
Run a model larger than your memory.
QueueLLM is a Rust runtime that maps a model's weights from NVMe and streams them in a layer at a time, so the machine holds a window rather than the model. On today's build, for a mixture-of-experts model, it goes further and fetches only the experts the router chose. Apache-2.0 licensed.
gpt-oss-120b (117B total / 5.1B active) · 58 GB on disk · coherent output on a 24 GB M5 Pro
ledger · docs/benchmarks/100b-moe-coherent-output.md · sha256 cc2d1c75
Speed at this scale is research-grade. Apple Silicon is the production lane; CUDA is a second lane, in progress.
→ we aim to · a public QueueLLM release
05BAKE · Nucleus · the distillation pipeline
A model you own, distilled from a World.
Nucleus is the bake: a staged pipeline that distills a settled World toward a small model and stamps it with an Ed25519 seal.
The seal records one thing: where a model came from.
The pipeline is built end to end, and today it runs deliberately, by hand.
→ we aim to · automatic bake from a settled World
06WHERE IT POINTS
X-GeoAI · the first application
X-GeoAI points the stack at humanitarian mapping: a zero-egress runtime, in its design phase, where imagery stays on the machine it lands on and a person rules on each claim against its evidence. The MapSwipe and HOT fAIr workflows are the reference.
The GeoAI World is on the shelf today.
It is the first application, not the reason for the stack.
→ we aim to · the volunteer worker network
A personal wing
Some of the Worlds on the shelf were compiled for a fourth grader — favorite characters, plush friends, and this year's math and English, sourced to the Common Core standards and pressed through the same gate.
Next door, the Break Room is a small arcade of self-contained games.