Frame the input
Specify the problem, origin of data, usage rights and research question.
METHOD / CONTROLLED AUTONOMY
Build. Test.
Repeat with evidence.
Technology only becomes dependable when its limitations are understood and the findings can be independently reproduced.
We are building a foundry with spending limits, stable contracts, independent testing and safe rejection. These safeguards are not magical features of a language model; they require deliberate engineering.
01 / EXPERIMENT LOOP
Five systems, one chain of responsibility
No local technical result silently authorizes an external step.
Define the candidate
Record the hypothesis, strongest baseline, test method and limits.
Execute the test
Run a bounded workflow and preserve input and computation versions.
Review independently
Return PASS, REJECT or STOP and assess the separate economic gate.
02 / SAFETY PRACTICES
Autonomy we can stop and audit
The right to refuse unsafe or uneconomic work is an architectural feature.
Fail-closed behavior
If data, costs, rights or contracts are unknown or invalid, the process stops instead of filling gaps with guesses.
Independent Examiner
The evaluator cannot revise the task after seeing a result or treat an executor's report as proof. It rechecks declared thresholds and alternatives.
Spending gate
No unrestricted model calls or autonomous payments. Expected expense must be known before authorization and included in net-economics assessment.
Rights and provenance
Separate synthetic, owned and possible client data. Review the legal status of code, models, source material and any derived results.
03 / RELEASE READINESS
From an experiment to an authorized product
Passing a unit test on fictional records is not evidence of customer demand or safe production operation.
- Reproducible performance on relevant data against a strong baseline.
- Evidence of a real user need and better value than available, including free, alternatives.
- Full product cost, valid licensing, lawful data use and IP ownership.
- Operational security, monitoring, maintenance, error handling and support.
- Explicit owner approval for every external or paid action.
04 / CURRENT LIMIT
P1.9 is not unrestricted industrial autonomy
Current work validates typed workflows, limited research scenarios and negative tests. It does not replace legal review, independent market validation or authorization for commercial deployment.