01
It does not burn tokens
Every change has a token and compute budget, a target and an evaluation gate. No infinite retries; no “keep going until it looks done.”
AXIOM KAIZEN · The upward spiral
Autonomous development
that compounds.
KAIZEN is the self-improvement engine of the AXIOM stack: a governed loop that plans, builds, tests, measures and ratchets — without burning tokens, breaking the codebase or leaking data.
Not another agentic loop
BudgetedTest-gatedData-sovereignRatchet-onlyLive proof
The difference
Most agent loops optimize activity. KAIZEN optimizes the system.
An open-ended loop can generate motion without improvement. KAIZEN is built around the opposite constraint: every step has a budget, a test and a measured reason to exist.
02
It does not break the codebase
Every change is built in an isolated workspace and must pass unit, integration and regression tests before it can be ratcheted.
03
It does not leak data
Project code, memory and training stay inside the boundary. The loop improves without shipping your work to a vendor.
The loop
Five steps. One ratchet.
Plan, build, test, measure, ratchet. Nothing is adopted because it is new; only because it is measurably better.
01
Plan
Reads the project, the tests and the last baseline. Proposes one change at a time.
02
Build
Generates the change in an isolated workspace with the full toolchain.
03
Test
Runs unit, integration and regression tests; rejects contract breaks.
04
Measure
Scores quality, cost, latency and risk against the baseline.
05
Ratchet
Adopts only a proven improvement. Everything else is discarded, with evidence.
The stack
The engine, the memory, the models.
KAIZEN is not a prompt wrapper. It is a full development and learning stack that enterprises can run themselves — or have us run for them.
Dev loop
Plan, build, test and ratchet changes against a live baseline — with a budget and an audit trail.
Training loop
Evaluated work becomes training signal. The next internal model is trained on what the system proved.
Project RAG + memory
Long-lived, project-scoped context: code, decisions, tests and history. Context follows the work, not the chat.
Routing
Route each task across frontier, capable+cheap+fast and internal models. Quality per euro, not model loyalty.
Decision models
Structured choices for tool use, escalation and approval boundaries — with a reason, not a guess.
Evaluation + ratchet
Quality, cost, latency and risk in one score. The ratchet is the only path to adoption.
The kaizen models
A model family built by the loop.
The kaizen-* family combines project-based RAG and memory with routing and decision models — trained on the AXIOM stack by KAIZEN itself. Offered as a product; live proof of concept.
kaizen-routerCost and quality routing across frontier, capable+cheap+fast and internal models.
kaizen-memoryProject-based RAG and long-lived memory with provenance and permissions.
kaizen-decideDecision models for tool choice, escalation and approval boundaries.
kaizen-codeCode generation and repair tuned to a project’s own tests and conventions.
kaizen-evalJudges changes against quality, cost, latency and risk.
kaizen-trainThe self-training loop that turns evaluated work into better internal models.
The proof
The loop built the models that run the loop.
KAIZEN develops the AXIOM stack, evaluates its own changes and trains the kaizen-* models. The result is not a demo: it is the product we offer, live.
Live proof of concept
01
Read
KAIZEN reads the project, the tests and the last measured baseline.
02
Build + test
It proposes a change, builds it in isolation and runs the full test surface.
03
Measure + ratchet
Only a measured improvement is adopted. The rest is discarded with evidence.
04
Train the next model
Evaluated work becomes training signal for the next kaizen-* model.
The output of one cycle is the input to the next. The system improves; the work is not repeated.
For enterprises
Your code. Your data. Your models.
Use KAIZEN inside your own boundary, or let us build and run it for you. Either way, the loop improves your system — not a vendor’s.
Run it yourself
License the KAIZEN stack and run it on your infrastructure, against your repositories and your evaluation suite.
We build and run it
A managed KAIZEN loop around your codebase and infrastructure, with your approvals and your audit trail.
Sovereign by default
No data leaves the boundary to improve a shared model. Project memory and training stay where the work lives.
Questions
What KAIZEN is — and is not.
Is KAIZEN just another coding agent?
No. A coding agent produces a change. KAIZEN is the governance layer around the change: budgets, isolation, tests, measurement and a ratchet.
Does it train on our code?
Only inside your boundary, only with your permission, and only on evaluated work. Your data is not used to improve a shared model.
What are the kaizen-* models?
A family that combines project RAG and memory, routing across frontier/value/fast/internal models, decision models and evaluation. They are trained by the KAIZEN loop on the AXIOM stack.
Can we use it ourselves?
Yes. License the stack and run it on your infrastructure, or have us run a managed loop for you.
Is it live?
The loop and the model family are the live proof of concept: KAIZEN builds, evaluates and trains on the AXIOM stack.
How do we start?
A briefing and a scoped pilot on one repository, one baseline and one measurable target.
Start
Start the spiral.
Bring a codebase, a baseline and a target. We bring the loop that turns evaluated work into a better system — without burning tokens, breaking the codebase or leaking data.
hello@axiomkaizen.com